library(tidyr)
library(dplyr)
## 
## Attaching package: 'dplyr'
## The following objects are masked from 'package:stats':
## 
##     filter, lag
## The following objects are masked from 'package:base':
## 
##     intersect, setdiff, setequal, union
library(stringr)
library(ggplot2)
library(reticulate)
import pandas as pd
import numpy as np 
import seaborn as sns
import matplotlib.pyplot as plt
df = read.csv("~/Downloads/DEV _ March Madness.csv")
head(df)
##   Season Short.Conference.Name Adjusted.Temo Adjusted.Tempo.Rank Raw.Tempo
## 1   2025                   ACC          65.9                 256      66.7
## 2   2015                   SEC          62.4                 274      63.8
## 3   2021                   WCC          73.8                   7      74.3
## 4   2024                    BE          64.6                 330      66.0
## 5   2025                   SEC          67.8                 147      69.1
## 6   2025                   B12          61.4                 360      62.3
##   Raw.Tempo.Rank Adjusted.Offensive.Efficiency
## 1            253                         128.1
## 2            242                         121.3
## 3             14                         126.4
## 4            305                         127.5
## 5            121                         128.8
## 6            360                         123.6
##   Adjusted.Offensive.Efficiency.Rank Raw.Offensive.Efficiency
## 1                                  2                    124.6
## 2                                  6                    115.5
## 3                                  1                    121.9
## 4                                  1                    123.0
## 5                                  1                    121.5
## 6                                 10                    117.1
##   Raw.Offensive.Efficiency.Rank Adjusted.Defensive.Efficiency
## 1                             1                          90.1
## 2                             9                          84.4
## 3                             1                          89.9
## 4                             1                          91.1
## 5                             2                          93.2
## 6                            16                          88.2
##   Adjusted.Defensive.Efficiency.Rank Raw.Defensive.Efficiency
## 1                                  4                     92.9
## 2                                  1                     84.7
## 3                                 11                     93.4
## 4                                  4                     96.4
## 5                                 12                    100.4
## 6                                  2                     91.8
##   Raw.Defensive.Efficiency.Rank Avg.Possession.Length..Offense.
## 1                             3                            17.0
## 2                             1                            17.7
## 3                            17                            14.4
## 4                             9                            18.6
## 5                            49                            17.2
## 6                             1                            19.4
##   Avg.Possession.Length..Offense..Rank Avg.Possession.Length..Defense.
## 1                                   97                            19.1
## 2                                   98                            19.6
## 3                                    3                            18.0
## 4                                  305                            17.5
## 5                                  123                            17.7
## 6                                  342                            18.8
##   Avg.Possession.Length..Defense..Rank   eFGPct RankeFGPct    TOPct RankTOPct
## 1                                  363 57.44898          5 14.36282        18
## 2                                  327 51.51160         75 16.25290        32
## 3                                  299 61.01781          1 16.12793        40
## 4                                  183 56.90748          7 14.49968        36
## 5                                  197 55.94636         23 13.46983         7
## 6                                  358 52.76058         89 14.69939        25
##      ORPct RankORPct   FTRate RankFTRate    OffFT RankOffFT Off2PtFG
## 1 35.42260        32 31.68367        207 17.78021       257 45.63709
## 2 39.50120         8 43.86050         31 23.62070        45 55.37930
## 3 30.07064       102 35.72519         66 17.62281       214 57.64342
## 4 36.69797        12 31.93916        202 17.26044       270 51.41278
## 5 34.59062        44 33.35020        170 18.17172       231 48.85270
## 6 36.49374        13 28.43137        315 16.56467       310 50.99959
##   RankOff2PtFG Off3PtFG RankOff3PtFG    DefFT RankDefFT Def2PtFG RankDef2PtFG
## 1          300 36.58269           59 17.22956       287 50.02447          167
## 2           54 21.00000          326 20.91600       161 54.29650           57
## 3           26 24.73377          312 15.91928       287 54.88789           45
## 4          153 31.32678          149 20.26814       110 52.05047          124
## 5          197 32.97557          131 23.48451        15 51.18994          115
## 6          133 32.43574          152 21.46570        51 43.13929          347
##   Def3PtFG RankDef3PtFG   Tempo RankTempo AdjTempo RankAdjTempo      OE RankOE
## 1 32.74596          127 66.6705       253  66.0774          256 124.568      1
## 2 24.78750          301 63.7517       242  62.4233          274 115.452      9
## 3 29.19283          227 74.3411        14  73.7515            7 121.917      1
## 4 27.68139          277 66.0359       305  64.6331          330 123.036      1
## 5 25.32555          348 69.0824       122  67.8881          147 121.500      2
## 6 35.39501           49 62.3037       360  61.5377          360 117.137     16
##     AdjOE RankAdjOE       DE RankDE   AdjDE RankAdjDE   AdjEM RankAdjEM
## 1 128.100         2  92.9295      3 90.0132         4 38.0870         1
## 2 121.305         6  84.6617      1 84.3933         1 36.9118         1
## 3 126.433         1  93.4015     17 89.9493        11 36.4833         1
## 4 127.524         1  96.3938      9 91.0982         4 36.4262         1
## 5 128.734         1 100.4000     49 93.1660        12 35.5678         2
## 6 123.506        10  91.7694      1 88.1109         2 35.3956         3
##     FG2Pct RankFG2Pct   FG3Pct RankFG3Pct    FTPct RankFTPct  BlockPct
## 1 58.13953          8 37.74011         20 78.42190        18 10.499577
## 2 51.21170         53 34.87970        145 72.64050        59 18.163300
## 3 63.89947          1 36.80982         45 73.07692        97  6.907137
## 4 59.11017          4 35.75184         72 74.33862        84 14.192283
## 5 56.26598         30 36.98630         35 74.50683       101 16.584158
## 6 49.13522        261 39.78979          4 73.68421       123 16.159496
##   RankBlockPct OppFG2Pct RankOppFG2Pct OppFG3Pct RankOppFG3Pct OppFTPct
## 1          110  43.26842             3  31.01530            39 71.98364
## 2            2  39.11560             2  27.08980             1 66.02090
## 3          262  46.96853            76  32.73002           112 70.29703
## 4           13  43.16547             4  31.24166            37 72.49647
## 5            4  47.02970            40  29.28349             5 72.73992
## 6            6  43.54669             4  30.96862            36 70.84048
##   RankOppFTPct OppBlockPct RankOppBlockPct  FG3Rate RankFG3Rate OppFG3Rate
## 1          174    9.674419             214 45.15306          55   37.84211
## 2           28    5.994900               3 27.06980         325   30.52930
## 3          143    6.778370              26 33.18066         275   33.72330
## 4          221    8.333333             102 40.17744         103   32.87972
## 5          222    7.502131              34 40.63765         138   34.62783
## 6          117    6.525157               6 34.36533         296   43.47568
##   RankOppFG3Rate    ARate RankARate OppARate RankOppARate    StlRate
## 1            142 58.28989        50 51.63488          181 0.10453951
## 2             71 54.97020       136 40.13330            2 0.10080000
## 3             67 55.60704        79 45.47648           47 0.10640248
## 4             44 63.55140         5 44.74273           41 0.09313111
## 5             46 55.48589        93 40.36939            7 0.10091113
## 6            315 44.94382       329 56.23053          289 0.12694928
##   RankStlRate OppStlRate RankOppStlRate DFP  NSTRate RankNSTRate OppNSTRate
## 1         113 0.08135901             26  NA 6.226919          43   7.272314
## 2         107 0.07250000             12  NA       NA          NA         NA
## 3          57 0.08168694             90  NA 7.959240          33   8.671383
## 4         172 0.08101649             54  NA 6.398031          46   6.700897
## 5         142 0.08784674             86  NA 4.685160           2   7.298037
## 6          24 0.07826948             16  NA 6.872442         111   9.115531
##   RankOppNSTRate AvgHeight RankAvgHeight CenterHeight RankCenterHeight PFHeight
## 1            212     79.77             1         2.67               10     1.49
## 2             NA     79.28             1         3.00                5     3.89
## 3            275     78.11            29         0.83               79     0.47
## 4            300     78.42            23         2.47               10     0.59
## 5            211     78.42            27         1.11               67     0.53
## 6             24     76.84           238        -1.39              304     0.23
##   RankPFHeight SFHeight RankSFHeight SGHeight RankSGHeight PGHeight
## 1           37     1.46           30     2.68            2     4.52
## 2            1     2.88            3     3.30            2     0.00
## 3          103     0.69           88     1.77           28     2.21
## 4          105     0.39          125     1.16           49     1.83
## 5          112     1.44           31     2.01           12     0.98
## 6          141    -0.71          280    -0.19          204     0.24
##   RankPGHeight EffectiveHeight RankEffectiveHeight Experience RankExperience
## 1            1            2.08                  10    1.94716            129
## 2          183            6.89                   1    0.73000            346
## 3           22            0.65                  82    1.54000            247
## 4           39            1.53                  24    2.43106             68
## 5           88            0.82                  75    2.79421             25
## 6          165           -0.58                 257    2.64489             41
##   Bench BenchRank CenterPts RankCenterPts PFPts RankPFPts SFPts RankSFPts SGPts
## 1 31.01       187     15.35           313 27.53        10 22.69        80 15.98
## 2 39.90        27     19.66           147 23.57        55 18.78       250 22.66
## 3 24.27       311     25.77            31 21.49        94 16.72       267 17.33
## 4 28.14       242     22.54            73 18.97       214 20.91       135 21.40
## 5 33.94       106     20.84           120 20.99       128 18.59       218 19.08
## 6 29.54       232     15.39           312 18.78       211 18.83       212 21.40
##   RankSGPts PGPts RankPGPts CenterOR RankCenterOR  PFOR RankPFOR  SFOR RankSFOR
## 1       329 18.42       235    49.19           15 17.94      326 10.76      318
## 2        99 15.33       300    33.72          193 34.47       53 20.03      115
## 3       270 18.63       219    39.47          116 19.89      293  6.54      338
## 4       121 16.13       307    33.13          242 18.66      309 20.29      101
## 5       250 20.49       160    45.88           23 30.35       97 12.95      277
## 6       138 25.61        40    45.83           24 26.88      166  9.60      337
##    SGOR RankSGOR  PGOR RankPGOR CenterDR RankCenterDR  PFDR RankPFDR  SFDR
## 1 12.68      123  9.37      138    25.41          196 27.08       65 14.05
## 2  5.69      329  6.08      259    27.92           96 30.08       17 18.01
## 3 22.61       12 11.41       66    23.99          228 18.56      307 13.28
## 4 13.83       99 14.05       42    25.88          175 17.21      338 20.98
## 5  5.43      334  5.35      311    29.95           77 24.60      135 16.65
## 6 13.03      114  4.66      332    26.42          162 20.80      263 17.49
##   RankSFDR  SGDR RankSGDR  PGDR RankPGDR Net.Rating Net.Rating.Rank
## 1      345 19.73       64 13.70      213       38.0               1
## 2      232 13.00      305 10.99      311       36.9               2
## 3      332 24.63       12 19.49       20       36.5               3
## 4      111 20.55       41 15.33      126       36.4               4
## 5      270 16.18      185 12.60      273       35.6               5
## 6      232 23.22       12 12.06      298       35.4               6
##            Mapped.Conference.Name Mapped.ESPN.Team.Name  Current.Coach
## 1 Atlantic Coast Conference (ACC)                  Duke    Jon Scheyer
## 2   Southeastern Conference (SEC)              Kentucky      Mark Pope
## 3     West Coast Conference (WCC)               Gonzaga       Mark Few
## 4             Big East Conference                 UConn     Dan Hurley
## 5   Southeastern Conference (SEC)                Auburn    Bruce Pearl
## 6               Big 12 Conference               Houston Kelvin Sampson
##      Full.Team.Name  Since Active.Coaching.Length Active.Coaching.Length.Index
## 1  Duke Blue Devils 202223                2 years                            3
## 2 Kentucky Wildcats 202425                0 years                            1
## 3  Gonzaga Bulldogs 199900               25 years                           26
## 4     UConn Huskies 201819                6 years                            7
## 5     Auburn Tigers 201415               10 years                           11
## 6   Houston Cougars 201415               10 years                           11
##                              Seed                          Region
## 1 Not In a Post-Season Tournament Not In a Post-Season Tournament
## 2                               1                         Midwest
## 3                               1                            West
## 4                               1                            East
## 5 Not In a Post-Season Tournament Not In a Post-Season Tournament
## 6 Not In a Post-Season Tournament Not In a Post-Season Tournament
##            Post.Season.Tournament Post.Season.Tournament.Sorting.Index
## 1 Not In a Post-Season Tournament                                    5
## 2                   March Madness                                    1
## 3                   March Madness                                    1
## 4                   March Madness                                    1
## 5 Not In a Post-Season Tournament                                    5
## 6 Not In a Post-Season Tournament                                    5
##   Top.12.in.AP.Top.25.During.Week.6.
## 1                                Yes
## 2                                Yes
## 3                                Yes
## 4                                Yes
## 5                                Yes
## 6                                 No
colnames(df)
##   [1] "Season"                              
##   [2] "Short.Conference.Name"               
##   [3] "Adjusted.Temo"                       
##   [4] "Adjusted.Tempo.Rank"                 
##   [5] "Raw.Tempo"                           
##   [6] "Raw.Tempo.Rank"                      
##   [7] "Adjusted.Offensive.Efficiency"       
##   [8] "Adjusted.Offensive.Efficiency.Rank"  
##   [9] "Raw.Offensive.Efficiency"            
##  [10] "Raw.Offensive.Efficiency.Rank"       
##  [11] "Adjusted.Defensive.Efficiency"       
##  [12] "Adjusted.Defensive.Efficiency.Rank"  
##  [13] "Raw.Defensive.Efficiency"            
##  [14] "Raw.Defensive.Efficiency.Rank"       
##  [15] "Avg.Possession.Length..Offense."     
##  [16] "Avg.Possession.Length..Offense..Rank"
##  [17] "Avg.Possession.Length..Defense."     
##  [18] "Avg.Possession.Length..Defense..Rank"
##  [19] "eFGPct"                              
##  [20] "RankeFGPct"                          
##  [21] "TOPct"                               
##  [22] "RankTOPct"                           
##  [23] "ORPct"                               
##  [24] "RankORPct"                           
##  [25] "FTRate"                              
##  [26] "RankFTRate"                          
##  [27] "OffFT"                               
##  [28] "RankOffFT"                           
##  [29] "Off2PtFG"                            
##  [30] "RankOff2PtFG"                        
##  [31] "Off3PtFG"                            
##  [32] "RankOff3PtFG"                        
##  [33] "DefFT"                               
##  [34] "RankDefFT"                           
##  [35] "Def2PtFG"                            
##  [36] "RankDef2PtFG"                        
##  [37] "Def3PtFG"                            
##  [38] "RankDef3PtFG"                        
##  [39] "Tempo"                               
##  [40] "RankTempo"                           
##  [41] "AdjTempo"                            
##  [42] "RankAdjTempo"                        
##  [43] "OE"                                  
##  [44] "RankOE"                              
##  [45] "AdjOE"                               
##  [46] "RankAdjOE"                           
##  [47] "DE"                                  
##  [48] "RankDE"                              
##  [49] "AdjDE"                               
##  [50] "RankAdjDE"                           
##  [51] "AdjEM"                               
##  [52] "RankAdjEM"                           
##  [53] "FG2Pct"                              
##  [54] "RankFG2Pct"                          
##  [55] "FG3Pct"                              
##  [56] "RankFG3Pct"                          
##  [57] "FTPct"                               
##  [58] "RankFTPct"                           
##  [59] "BlockPct"                            
##  [60] "RankBlockPct"                        
##  [61] "OppFG2Pct"                           
##  [62] "RankOppFG2Pct"                       
##  [63] "OppFG3Pct"                           
##  [64] "RankOppFG3Pct"                       
##  [65] "OppFTPct"                            
##  [66] "RankOppFTPct"                        
##  [67] "OppBlockPct"                         
##  [68] "RankOppBlockPct"                     
##  [69] "FG3Rate"                             
##  [70] "RankFG3Rate"                         
##  [71] "OppFG3Rate"                          
##  [72] "RankOppFG3Rate"                      
##  [73] "ARate"                               
##  [74] "RankARate"                           
##  [75] "OppARate"                            
##  [76] "RankOppARate"                        
##  [77] "StlRate"                             
##  [78] "RankStlRate"                         
##  [79] "OppStlRate"                          
##  [80] "RankOppStlRate"                      
##  [81] "DFP"                                 
##  [82] "NSTRate"                             
##  [83] "RankNSTRate"                         
##  [84] "OppNSTRate"                          
##  [85] "RankOppNSTRate"                      
##  [86] "AvgHeight"                           
##  [87] "RankAvgHeight"                       
##  [88] "CenterHeight"                        
##  [89] "RankCenterHeight"                    
##  [90] "PFHeight"                            
##  [91] "RankPFHeight"                        
##  [92] "SFHeight"                            
##  [93] "RankSFHeight"                        
##  [94] "SGHeight"                            
##  [95] "RankSGHeight"                        
##  [96] "PGHeight"                            
##  [97] "RankPGHeight"                        
##  [98] "EffectiveHeight"                     
##  [99] "RankEffectiveHeight"                 
## [100] "Experience"                          
## [101] "RankExperience"                      
## [102] "Bench"                               
## [103] "BenchRank"                           
## [104] "CenterPts"                           
## [105] "RankCenterPts"                       
## [106] "PFPts"                               
## [107] "RankPFPts"                           
## [108] "SFPts"                               
## [109] "RankSFPts"                           
## [110] "SGPts"                               
## [111] "RankSGPts"                           
## [112] "PGPts"                               
## [113] "RankPGPts"                           
## [114] "CenterOR"                            
## [115] "RankCenterOR"                        
## [116] "PFOR"                                
## [117] "RankPFOR"                            
## [118] "SFOR"                                
## [119] "RankSFOR"                            
## [120] "SGOR"                                
## [121] "RankSGOR"                            
## [122] "PGOR"                                
## [123] "RankPGOR"                            
## [124] "CenterDR"                            
## [125] "RankCenterDR"                        
## [126] "PFDR"                                
## [127] "RankPFDR"                            
## [128] "SFDR"                                
## [129] "RankSFDR"                            
## [130] "SGDR"                                
## [131] "RankSGDR"                            
## [132] "PGDR"                                
## [133] "RankPGDR"                            
## [134] "Net.Rating"                          
## [135] "Net.Rating.Rank"                     
## [136] "Mapped.Conference.Name"              
## [137] "Mapped.ESPN.Team.Name"               
## [138] "Current.Coach"                       
## [139] "Full.Team.Name"                      
## [140] "Since"                               
## [141] "Active.Coaching.Length"              
## [142] "Active.Coaching.Length.Index"        
## [143] "Seed"                                
## [144] "Region"                              
## [145] "Post.Season.Tournament"              
## [146] "Post.Season.Tournament.Sorting.Index"
## [147] "Top.12.in.AP.Top.25.During.Week.6."
print(sorted(r.df.Season.unique()))
## [np.int32(2002), np.int32(2003), np.int32(2004), np.int32(2005), np.int32(2006), np.int32(2007), np.int32(2008), np.int32(2009), np.int32(2010), np.int32(2011), np.int32(2012), np.int32(2013), np.int32(2014), np.int32(2015), np.int32(2016), np.int32(2017), np.int32(2018), np.int32(2019), np.int32(2020), np.int32(2021), np.int32(2022), np.int32(2023), np.int32(2024), np.int32(2025)]
r.df['Full.Team.Name'].nunique()
## 365
fig = plt.figure()
ax = fig.add_subplot()
ax.hist(r.df.AdjTempo,edgecolor='black',color='blue')
plt.show()

ggplot(df %>% filter(AvgHeight > 0), aes(x=AvgHeight,y=eFGPct)) + geom_point(aes(color=Tempo)) + geom_smooth()
## `geom_smooth()` using method = 'gam' and formula = 'y ~ s(x, bs = "cs")'

ggplot(df %>% filter(Tempo > 0) %>% group_by(Season) %>% summarise(avgTempo = mean(Tempo,na.rm=T))) + geom_line(aes(x=Season,y=avgTempo)) + geom_smooth(aes(x=Season,y=avgTempo))
## `geom_smooth()` using method = 'loess' and formula = 'y ~ x'

fig = plt.figure()
ax = fig.add_subplot()
ax.boxplot(r.df[r.df['Active.Coaching.Length.Index'] > 0]['Active.Coaching.Length.Index'])
## {'whiskers': [<matplotlib.lines.Line2D object at 0x1225f4b90>, <matplotlib.lines.Line2D object at 0x1225f4cd0>], 'caps': [<matplotlib.lines.Line2D object at 0x1225f4e10>, <matplotlib.lines.Line2D object at 0x1225f4f50>], 'boxes': [<matplotlib.lines.Line2D object at 0x1225f4a50>], 'medians': [<matplotlib.lines.Line2D object at 0x1225f5090>], 'fliers': [<matplotlib.lines.Line2D object at 0x1225f51d0>], 'means': []}
plt.show()

df %>% filter(Active.Coaching.Length.Index > 0) %>% arrange(desc(Active.Coaching.Length.Index)) %>% head(1) %>% select(Current.Coach,Active.Coaching.Length,Full.Team.Name)
##   Current.Coach Active.Coaching.Length           Full.Team.Name
## 1    Greg Kampe               40 years Oakland Golden Grizzlies
df$Seed = sapply(df$Seed,function(r){
  if (r == 'Not In a Post-Season Tournament') {
    return(0)
  } else {
    return(r)
  }
})
df$Seed = as.integer(df$Seed)
str(select(df,Seed))
## 'data.frame':    8315 obs. of  1 variable:
##  $ Seed: int  0 1 1 1 0 0 1 0 1 1 ...
df %>% group_by(Mapped.ESPN.Team.Name) %>% filter(Seed > 0) %>% summarise(avgSeed = mean(Seed,na.rm=T),seasons = n()) %>% filter(seasons >= mean(seasons,na.rm=T),avgSeed > 0) %>% arrange(avgSeed) %>% head(10)
## # A tibble: 10 × 3
##    Mapped.ESPN.Team.Name avgSeed seasons
##    <chr>                   <dbl>   <int>
##  1 Kansas                   2         22
##  2 Duke                     2.24      21
##  3 North Carolina           3.1       20
##  4 Kentucky                 3.76      21
##  5 Virginia                 3.78      18
##  6 Baylor                   3.8       15
##  7 Georgetown               4         14
##  8 Louisville               4.06      17
##  9 Ohio State               4.17      18
## 10 UConn                    4.18      17
df %>% group_by(Mapped.ESPN.Team.Name) %>% filter(Seed > 0) %>% summarise(avgSeed = mean(Seed,na.rm=T),seasons = n()) %>% filter(seasons >= mean(seasons,na.rm=T),avgSeed > 0) %>% arrange(desc(avgSeed)) %>% head(10)
## # A tibble: 10 × 3
##    Mapped.ESPN.Team.Name avgSeed seasons
##    <chr>                   <dbl>   <int>
##  1 Winthrop                 13.8       8
##  2 UNC Asheville            13.4       8
##  3 Texas Southern           13.3      11
##  4 Hampton                  13.2       8
##  5 Montana                  12.7      12
##  6 New Mexico State         12.4      11
##  7 Iona                     12.2      12
##  8 Morehead State           12         8
##  9 Oral Roberts             12         8
## 10 South Dakota State       11.2      11
df %>% filter(AvgHeight > 0) %>% group_by(Mapped.ESPN.Team.Name) %>% summarise(avgHeight = mean(AvgHeight,na.rm=T)) %>% arrange(desc(avgHeight)) %>% head(10)
## # A tibble: 10 × 2
##    Mapped.ESPN.Team.Name avgHeight
##    <chr>                     <dbl>
##  1 Florida State              78.8
##  2 Syracuse                   78.4
##  3 Kentucky                   78.3
##  4 Duke                       78.2
##  5 Stanford                   78.2
##  6 USC                        78.1
##  7 Iowa                       78.0
##  8 UCLA                       78.0
##  9 Gonzaga                    78.0
## 10 Nevada                     78.0
df %>% filter(AvgHeight > 0) %>% group_by(Mapped.ESPN.Team.Name) %>% summarise(avgHeight = mean(AvgHeight,na.rm=T)) %>% arrange(avgHeight) %>% head(10)
## # A tibble: 10 × 2
##    Mapped.ESPN.Team.Name    avgHeight
##    <chr>                        <dbl>
##  1 Mercyhurst                    75.0
##  2 Centenary (NJ)                75.3
##  3 St. Francis (NY)              75.3
##  4 Winstom-Salem                 75.4
##  5 Abilene Christian             75.4
##  6 Mississippi Valley State      75.6
##  7 Sam Houston                   75.6
##  8 Savannah State                75.6
##  9 Gardner-Webb                  75.6
## 10 Army                          75.6
library(plotly)
## 
## Attaching package: 'plotly'
## The following object is masked from 'package:ggplot2':
## 
##     last_plot
## The following object is masked from 'package:stats':
## 
##     filter
## The following object is masked from 'package:graphics':
## 
##     layout
ggplotly(ggplot(df %>% filter(AvgHeight > 0) %>% group_by(Season) %>% summarise(avgHeight = mean(AvgHeight,na.rm=T)),aes(x=Season,y=avgHeight)) + geom_line()) 
fig = plt.figure()
ax = fig.add_subplot()
ax.scatter(x=r.df[r.df.FG2Pct > 0].AvgHeight,y=r.df[r.df.FG2Pct > 0].FG2Pct,edgecolor='black')
ax.set_xlabel('Average Height')
ax.set_ylabel('2P FG%')
plt.show()

corr = r.df.select_dtypes(include='number').corr()
corrdf = corr['Seed'].reset_index().sort_values(by='Seed',ascending=False)
corrdf[corrdf.Seed > 0.05]
##                                index      Seed
## 136                             Seed  1.000000
## 49                             AdjEM  0.390397
## 132                       Net.Rating  0.390392
## 43                             AdjOE  0.339472
## 5      Adjusted.Offensive.Efficiency  0.339373
## 7           Raw.Offensive.Efficiency  0.312802
## 41                                OE  0.312802
## 17                            eFGPct  0.246373
## 51                            FG2Pct  0.216341
## 53                            FG3Pct  0.210253
## 21                             ORPct  0.152883
## 23                            FTRate  0.138387
## 57                          BlockPct  0.137676
## 98                        Experience  0.137619
## 71                             ARate  0.125185
## 75                           StlRate  0.112550
## 79                               DFP  0.110520
## 15   Avg.Possession.Length..Defense.  0.109743
## 55                             FTPct  0.104554
## 96                   EffectiveHeight  0.102517
## 25                             OffFT  0.065721
## 33                          Def2PtFG  0.060856
columns = corrdf[corrdf.Seed > 0.05]['index'].tolist()
py$columns
##  [1] "Seed"                            "AdjEM"                          
##  [3] "Net.Rating"                      "AdjOE"                          
##  [5] "Adjusted.Offensive.Efficiency"   "Raw.Offensive.Efficiency"       
##  [7] "OE"                              "eFGPct"                         
##  [9] "FG2Pct"                          "FG3Pct"                         
## [11] "ORPct"                           "FTRate"                         
## [13] "BlockPct"                        "Experience"                     
## [15] "ARate"                           "StlRate"                        
## [17] "DFP"                             "Avg.Possession.Length..Defense."
## [19] "FTPct"                           "EffectiveHeight"                
## [21] "OffFT"                           "Def2PtFG"
model = lm(Seed ~ AdjEM + Net.Rating + AdjOE + Adjusted.Offensive.Efficiency + 
           Raw.Offensive.Efficiency + OE + eFGPct + FG2Pct + FG3Pct + ORPct +
           FTRate + BlockPct + Experience + ARate + StlRate + DFP + 
           Avg.Possession.Length..Defense. + FTPct + EffectiveHeight + 
           OffFT + Def2PtFG, data = filter(df,Post.Season.Tournament == 'March Madness',Season != 2025))
summary(model)
## 
## Call:
## lm(formula = Seed ~ AdjEM + Net.Rating + AdjOE + Adjusted.Offensive.Efficiency + 
##     Raw.Offensive.Efficiency + OE + eFGPct + FG2Pct + FG3Pct + 
##     ORPct + FTRate + BlockPct + Experience + ARate + StlRate + 
##     DFP + Avg.Possession.Length..Defense. + FTPct + EffectiveHeight + 
##     OffFT + Def2PtFG, data = filter(df, Post.Season.Tournament == 
##     "March Madness", Season != 2025))
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -5.3712 -1.0731  0.0798  1.1772  5.3764 
## 
## Coefficients:
##                                   Estimate Std. Error t value Pr(>|t|)   
## (Intercept)                      27.957912   9.547070   2.928  0.00384 **
## AdjEM                             1.641591   4.918105   0.334  0.73893   
## Net.Rating                       -2.063999   4.927122  -0.419  0.67578   
## AdjOE                           -11.121404   7.089878  -1.569  0.11847   
## Adjusted.Offensive.Efficiency    11.018330   7.102420   1.551  0.12256   
## Raw.Offensive.Efficiency          0.202348   4.632934   0.044  0.96521   
## OE                               -0.046309   4.638013  -0.010  0.99204   
## eFGPct                           -0.111629   0.777575  -0.144  0.88601   
## FG2Pct                           -0.350618   0.426214  -0.823  0.41179   
## FG3Pct                           -0.277883   0.391842  -0.709  0.47913   
## ORPct                            -0.061070   0.052161  -1.171  0.24321   
## FTRate                            0.928989   0.547158   1.698  0.09125 . 
## BlockPct                         -0.103749   0.063048  -1.646  0.10158   
## Experience                       -0.509008   0.393227  -1.294  0.19715   
## ARate                            -0.003413   0.031969  -0.107  0.91509   
## StlRate                          11.110228   9.957242   1.116  0.26598   
## DFP                               0.044644   0.033375   1.338  0.18268   
## Avg.Possession.Length..Defense.   0.105170   0.259846   0.405  0.68614   
## FTPct                             0.384996   0.267625   1.439  0.15199   
## EffectiveHeight                  -0.092570   0.141651  -0.654  0.51425   
## OffFT                            -2.095164   1.233655  -1.698  0.09115 . 
## Def2PtFG                         -0.064554   0.048401  -1.334  0.18396   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 1.848 on 182 degrees of freedom
##   (1263 observations deleted due to missingness)
## Multiple R-squared:   0.86,  Adjusted R-squared:  0.8438 
## F-statistic: 53.24 on 21 and 182 DF,  p-value: < 2.2e-16
plot(model)

head(filter(df, Season == 2025))  # Check the first few rows of the 2025 data
##   Season Short.Conference.Name Adjusted.Temo Adjusted.Tempo.Rank Raw.Tempo
## 1   2025                   ACC          65.9                 256      66.7
## 2   2025                   SEC          67.8                 147      69.1
## 3   2025                   B12          61.4                 360      62.3
## 4   2025                   SEC          69.5                  62      70.7
## 5   2025                   SEC          63.7                 346      65.5
## 6   2025                   SEC          74.9                   1      76.2
##   Raw.Tempo.Rank Adjusted.Offensive.Efficiency
## 1            253                         128.1
## 2            121                         128.8
## 3            360                         123.6
## 4             49                         127.3
## 5            308                         119.7
## 6              1                         126.9
##   Adjusted.Offensive.Efficiency.Rank Raw.Offensive.Efficiency
## 1                                  2                    124.6
## 2                                  1                    121.5
## 3                                 10                    117.1
## 4                                  3                    119.8
## 5                                 18                    114.1
## 6                                  4                    119.2
##   Raw.Offensive.Efficiency.Rank Adjusted.Defensive.Efficiency
## 1                             1                          90.1
## 2                             2                          93.2
## 3                            16                          88.2
## 4                             7                          92.4
## 5                            40                          88.8
## 6                             8                          96.2
##   Adjusted.Defensive.Efficiency.Rank Raw.Defensive.Efficiency
## 1                                  4                     92.9
## 2                                 12                    100.4
## 3                                  2                     91.8
## 4                                  9                     97.0
## 5                                  3                     95.1
## 6                                 26                    105.3
##   Raw.Defensive.Efficiency.Rank Avg.Possession.Length..Offense.
## 1                             3                            17.0
## 2                            49                            17.2
## 3                             1                            19.4
## 4                            18                            16.2
## 5                             9                            18.2
## 6                           163                            15.0
##   Avg.Possession.Length..Offense..Rank Avg.Possession.Length..Defense.
## 1                                   97                            19.1
## 2                                  123                            17.7
## 3                                  342                            18.8
## 4                                   33                            17.7
## 5                                  267                            18.6
## 6                                    4                            16.5
##   Avg.Possession.Length..Defense..Rank   eFGPct RankeFGPct    TOPct RankTOPct
## 1                                  363 57.44898          5 14.36282        18
## 2                                  197 55.94636         23 13.46983         7
## 3                                  358 52.76058         89 14.69939        25
## 4                                  196 54.99022         38 15.33702        50
## 5                                  351 52.92350         85 16.02700        98
## 6                                   11 56.55658         11 16.77721       156
##      ORPct RankORPct   FTRate RankFTRate    OffFT RankOffFT Off2PtFG
## 1 35.42260        32 31.68367        207 17.78021       257 45.63709
## 2 34.59062        44 33.35020        170 18.17172       231 48.85270
## 3 36.49374        13 28.43137        315 16.56467       310 50.99959
## 4 38.20225         8 31.94716        202 17.17023       289 47.89978
## 5 35.91954        20 34.04372        149 19.08939       169 47.20134
## 6 34.99157        37 40.31083         25 20.37607        99 45.47009
##   RankOff2PtFG Off3PtFG RankOff3PtFG    DefFT RankDefFT Def2PtFG RankDef2PtFG
## 1          300 36.58269           59 17.22956       287 50.02447          167
## 2          197 32.97557          131 23.48451        15 51.18994          115
## 3          133 32.43574          152 21.46570        51 43.13929          347
## 4          231 34.92999           82 20.13667       115 51.29841          109
## 5          256 33.70927          113 19.27711       157 46.38554          298
## 6          303 34.15385          103 20.05420       120 53.11653           50
##   Def3PtFG RankDef3PtFG   Tempo RankTempo AdjTempo RankAdjTempo      OE RankOE
## 1 32.74596          127 66.6705       253  66.0774          256 124.568      1
## 2 25.32555          348 69.0824       122  67.8881          147 121.500      2
## 3 35.39501           49 62.3037       360  61.5377          360 117.137     16
## 4 28.56492          295 70.7031        49  69.6695           62 119.846      7
## 5 34.33735           78 65.5145       308  63.8389          346 114.107     40
## 6 26.82927          335 76.1931         1  75.0248            1 119.155      8
##     AdjOE RankAdjOE       DE RankDE   AdjDE RankAdjDE   AdjEM RankAdjEM
## 1 128.100         2  92.9295      3 90.0132         4 38.0870         1
## 2 128.734         1 100.4000     49 93.1660        12 35.5678         2
## 3 123.506        10  91.7694      1 88.1109         2 35.3956         3
## 4 127.293         3  96.9531     18 92.3953         9 34.8972         4
## 5 119.678        18  95.0901      9 88.7708         3 30.9073         5
## 6 126.845         4 105.2770    163 96.1485        26 30.6962         6
##     FG2Pct RankFG2Pct   FG3Pct RankFG3Pct    FTPct RankFTPct BlockPct
## 1 58.13953          8 37.74011         20 78.42190        18 10.49958
## 2 56.26598         30 36.98630         35 74.50683       101 16.58416
## 3 49.13522        261 39.78979          4 73.68421       123 16.15950
## 4 56.57093         25 35.30726         96 71.36294       216 12.42938
## 5 54.01530         70 34.31122        153 73.35474       133 16.49899
## 6 59.85599          3 35.12658        104 71.80723       197 10.12031
##   RankBlockPct OppFG2Pct RankOppFG2Pct OppFG3Pct RankOppFG3Pct OppFTPct
## 1          110  43.26842             3  31.01530            39 71.98364
## 2            4  47.02970            40  29.28349             5 72.73992
## 3            6  43.54669             4  30.96862            36 70.84048
## 4           45  45.43987            12  29.47814             7 70.49442
## 5            5  46.47887            29  27.60291             1 73.84615
## 6          129  48.54919            87  30.31496            17 70.66849
##   RankOppFTPct OppBlockPct RankOppBlockPct  FG3Rate RankFG3Rate OppFG3Rate
## 1          174    9.674419             214 45.15306          55   37.84211
## 2          222    7.502131              34 40.63765         138   34.62783
## 3          117    6.525157               6 34.36533         296   43.47568
## 4           99    8.442124              94 43.78669          72   36.39630
## 5          272    9.177820             164 42.84153          84   45.38462
## 6          111   12.241224             344 46.04177          44   35.03448
##   RankOppFG3Rate    ARate RankARate OppARate RankOppARate   StlRate RankStlRate
## 1            142 58.28989        50 51.63488          181 0.1045395         113
## 2             46 55.48589        93 40.36939            7 0.1009111         142
## 3            315 44.94382       329 56.23053          289 0.1269493          24
## 4             95 52.89855       136 45.59585           37 0.1100552          76
## 5            343 60.55156        23 46.37681           52 0.1068467          97
## 6             55 54.20842       112 43.62050           20 0.0798139         317
##   OppStlRate RankOppStlRate DFP  NSTRate RankNSTRate OppNSTRate RankOppNSTRate
## 1 0.08135901             26  NA 6.226919          43   7.272314            212
## 2 0.08784674             86  NA 4.685160           2   7.298037            211
## 3 0.07826948             16  NA 6.872442         111   9.115531             24
## 4 0.08928177            101  NA 6.408840          56   6.276243            321
## 5 0.08824389             89  NA 7.202609         149   7.584204            172
## 6 0.10180345            233  NA 6.596863          74   5.700993            355
##   AvgHeight RankAvgHeight CenterHeight RankCenterHeight PFHeight RankPFHeight
## 1     79.77             1         2.67               10     1.49           37
## 2     78.42            27         1.11               67     0.53          112
## 3     76.84           238        -1.39              304     0.23          141
## 4     77.78            95         1.20               58     1.59           32
## 5     77.16           189         1.26               54     1.23           49
## 6     78.08            57         1.61               33     3.15            1
##   SFHeight RankSFHeight SGHeight RankSGHeight PGHeight RankPGHeight
## 1     1.46           30     2.68            2     4.52            1
## 2     1.44           31     2.01           12     0.98           88
## 3    -0.71          280    -0.19          204     0.24          165
## 4    -0.65          272    -0.04          189     0.79          113
## 5    -0.39          240     0.68           95    -3.01          353
## 6     0.27          141    -0.51          256    -0.12          206
##   EffectiveHeight RankEffectiveHeight Experience RankExperience Bench BenchRank
## 1            2.08                  10    1.94716            129 31.01       187
## 2            0.82                  75    2.79421             25 33.94       106
## 3           -0.58                 257    2.64489             41 29.54       232
## 4            1.40                  36    2.42012             62 28.34       265
## 5            1.24                  51    2.92752             14 24.97       313
## 6            2.38                   5    2.99678              9 38.21        36
##   CenterPts RankCenterPts PFPts RankPFPts SFPts RankSFPts SGPts RankSGPts PGPts
## 1     15.35           313 27.53        10 22.69        80 15.98       329 18.42
## 2     20.84           120 20.99       128 18.59       218 19.08       250 20.49
## 3     15.39           312 18.78       211 18.83       212 21.40       138 25.61
## 4     18.18           219 17.69       257 19.07       199 23.39        69 21.68
## 5     17.51           234 19.64       179 27.90        11 15.56       336 19.34
## 6     15.60           306 19.05       201 18.55       220 21.51       133 25.28
##   RankPGPts CenterOR RankCenterOR  PFOR RankPFOR  SFOR RankSFOR  SGOR RankSGOR
## 1       235    49.19           15 17.94      326 10.76      318 12.68      123
## 2       160    45.88           23 30.35       97 12.95      277  5.43      334
## 3        40    45.83           24 26.88      166  9.60      337 13.03      114
## 4       135    40.80           85 33.29       56  9.06      342  6.29      318
## 5       207    34.99          198 33.00       60  7.70      350 16.03       52
## 6        50    29.84          285 28.78      128 26.33       28 10.02      210
##    PGOR RankPGOR CenterDR RankCenterDR  PFDR RankPFDR  SFDR RankSFDR  SGDR
## 1  9.37      138    25.41          196 27.08       65 14.05      345 19.73
## 2  5.35      311    29.95           77 24.60      135 16.65      270 16.18
## 3  4.66      332    26.42          162 20.80      263 17.49      232 23.22
## 4 10.56      105    30.42           63 24.22      146 14.06      344 15.82
## 5  8.21      186    28.24          110 24.67      129 17.36      238 16.53
## 6  5.03      317    27.73          126 29.40       25 19.66      162 11.86
##   RankSGDR  PGDR RankPGDR Net.Rating Net.Rating.Rank
## 1       64 13.70      213       38.0               1
## 2      185 12.60      273       35.6               5
## 3       12 12.06      298       35.4               6
## 4      200 15.48      133       34.9               8
## 5      168 13.13      245       30.9              33
## 6      337 11.35      321       30.7              36
##            Mapped.Conference.Name Mapped.ESPN.Team.Name  Current.Coach
## 1 Atlantic Coast Conference (ACC)                  Duke    Jon Scheyer
## 2   Southeastern Conference (SEC)                Auburn    Bruce Pearl
## 3               Big 12 Conference               Houston Kelvin Sampson
## 4   Southeastern Conference (SEC)               Florida    Todd Golden
## 5   Southeastern Conference (SEC)             Tennessee    Rick Barnes
## 6   Southeastern Conference (SEC)               Alabama      Nate Oats
##         Full.Team.Name  Since Active.Coaching.Length
## 1     Duke Blue Devils 202223                2 years
## 2        Auburn Tigers 201415               10 years
## 3      Houston Cougars 201415               10 years
## 4       Florida Gators 202223                2 years
## 5 Tennessee Volunteers 201516                9 years
## 6 Alabama Crimson Tide 201920                5 years
##   Active.Coaching.Length.Index Seed                          Region
## 1                            3    0 Not In a Post-Season Tournament
## 2                           11    0 Not In a Post-Season Tournament
## 3                           11    0 Not In a Post-Season Tournament
## 4                            3    0 Not In a Post-Season Tournament
## 5                           10    0 Not In a Post-Season Tournament
## 6                            6    0 Not In a Post-Season Tournament
##            Post.Season.Tournament Post.Season.Tournament.Sorting.Index
## 1 Not In a Post-Season Tournament                                    5
## 2 Not In a Post-Season Tournament                                    5
## 3 Not In a Post-Season Tournament                                    5
## 4 Not In a Post-Season Tournament                                    5
## 5 Not In a Post-Season Tournament                                    5
## 6 Not In a Post-Season Tournament                                    5
##   Top.12.in.AP.Top.25.During.Week.6.
## 1                                Yes
## 2                                Yes
## 3                                 No
## 4                                Yes
## 5                                Yes
## 6                                Yes
summary(filter(df, Season == 2025))  # Check for any NA values or unexpected data types
##      Season     Short.Conference.Name Adjusted.Temo   Adjusted.Tempo.Rank
##  Min.   :2025   Length:364            Min.   :58.90   Min.   :  1.00     
##  1st Qu.:2025   Class :character      1st Qu.:65.60   1st Qu.: 91.75     
##  Median :2025   Mode  :character      Median :67.30   Median :182.50     
##  Mean   :2025                         Mean   :67.27   Mean   :182.50     
##  3rd Qu.:2025                         3rd Qu.:68.80   3rd Qu.:273.25     
##  Max.   :2025                         Max.   :74.90   Max.   :364.00     
##                                                                          
##    Raw.Tempo     Raw.Tempo.Rank   Adjusted.Offensive.Efficiency
##  Min.   :59.50   Min.   :  1.00   Min.   : 82.6                
##  1st Qu.:66.28   1st Qu.: 91.75   1st Qu.:101.4                
##  Median :67.95   Median :182.50   Median :106.5                
##  Mean   :67.98   Mean   :182.50   Mean   :106.8                
##  3rd Qu.:69.53   3rd Qu.:273.25   3rd Qu.:111.7                
##  Max.   :76.20   Max.   :364.00   Max.   :128.8                
##                                                                
##  Adjusted.Offensive.Efficiency.Rank Raw.Offensive.Efficiency
##  Min.   :  1.00                     Min.   : 79.4           
##  1st Qu.: 91.75                     1st Qu.:102.1           
##  Median :182.50                     Median :105.7           
##  Mean   :182.50                     Mean   :106.1           
##  3rd Qu.:273.25                     3rd Qu.:110.2           
##  Max.   :364.00                     Max.   :124.6           
##                                                             
##  Raw.Offensive.Efficiency.Rank Adjusted.Defensive.Efficiency
##  Min.   :  1.00                Min.   : 87.7                
##  1st Qu.: 91.75                1st Qu.:102.6                
##  Median :182.50                Median :107.2                
##  Mean   :182.50                Mean   :106.8                
##  3rd Qu.:273.25                3rd Qu.:111.7                
##  Max.   :364.00                Max.   :124.8                
##                                                             
##  Adjusted.Defensive.Efficiency.Rank Raw.Defensive.Efficiency
##  Min.   :  1.00                     Min.   : 91.8           
##  1st Qu.: 91.75                     1st Qu.:102.8           
##  Median :182.50                     Median :106.5           
##  Mean   :182.50                     Mean   :106.3           
##  3rd Qu.:273.25                     3rd Qu.:109.8           
##  Max.   :364.00                     Max.   :124.6           
##                                                             
##  Raw.Defensive.Efficiency.Rank Avg.Possession.Length..Offense.
##  Min.   :  1.00                Min.   :14.20                  
##  1st Qu.: 91.75                1st Qu.:16.90                  
##  Median :182.50                Median :17.70                  
##  Mean   :182.50                Mean   :17.66                  
##  3rd Qu.:273.25                3rd Qu.:18.30                  
##  Max.   :364.00                Max.   :22.00                  
##                                                               
##  Avg.Possession.Length..Offense..Rank Avg.Possession.Length..Defense.
##  Min.   :  1.00                       Min.   :15.80                  
##  1st Qu.: 91.75                       1st Qu.:17.30                  
##  Median :182.50                       Median :17.60                  
##  Mean   :182.50                       Mean   :17.62                  
##  3rd Qu.:273.25                       3rd Qu.:18.00                  
##  Max.   :364.00                       Max.   :19.10                  
##                                                                      
##  Avg.Possession.Length..Defense..Rank     eFGPct        RankeFGPct    
##  Min.   :  1.00                       Min.   :42.10   Min.   :  1.00  
##  1st Qu.: 91.75                       1st Qu.:48.87   1st Qu.: 91.75  
##  Median :182.50                       Median :50.67   Median :182.50  
##  Mean   :182.50                       Mean   :50.81   Mean   :182.50  
##  3rd Qu.:273.25                       3rd Qu.:52.66   3rd Qu.:273.25  
##  Max.   :364.00                       Max.   :58.27   Max.   :364.00  
##                                                                       
##      TOPct         RankTOPct          ORPct         RankORPct     
##  Min.   :12.50   Min.   :  1.00   Min.   :17.80   Min.   :  1.00  
##  1st Qu.:15.93   1st Qu.: 91.75   1st Qu.:26.54   1st Qu.: 91.75  
##  Median :17.20   Median :182.50   Median :29.98   Median :182.50  
##  Mean   :17.30   Mean   :182.50   Mean   :29.73   Mean   :182.49  
##  3rd Qu.:18.51   3rd Qu.:273.25   3rd Qu.:32.78   3rd Qu.:273.25  
##  Max.   :25.10   Max.   :364.00   Max.   :42.05   Max.   :364.00  
##                                                                   
##      FTRate        RankFTRate         OffFT         RankOffFT     
##  Min.   :22.18   Min.   :  1.00   Min.   :12.93   Min.   :  1.00  
##  1st Qu.:30.01   1st Qu.: 91.75   1st Qu.:17.50   1st Qu.: 91.75  
##  Median :32.85   Median :182.50   Median :18.91   Median :182.50  
##  Mean   :33.07   Mean   :182.50   Mean   :18.98   Mean   :182.50  
##  3rd Qu.:35.97   3rd Qu.:273.25   3rd Qu.:20.53   3rd Qu.:273.25  
##  Max.   :47.70   Max.   :364.00   Max.   :24.94   Max.   :364.00  
##                                                                   
##     Off2PtFG      RankOff2PtFG       Off3PtFG      RankOff3PtFG   
##  Min.   :36.91   Min.   :  1.00   Min.   :16.60   Min.   :  1.00  
##  1st Qu.:46.66   1st Qu.: 91.75   1st Qu.:28.12   1st Qu.: 91.75  
##  Median :49.63   Median :182.50   Median :31.48   Median :182.50  
##  Mean   :49.54   Mean   :182.50   Mean   :31.48   Mean   :182.50  
##  3rd Qu.:52.33   3rd Qu.:273.25   3rd Qu.:34.73   3rd Qu.:273.25  
##  Max.   :62.54   Max.   :364.00   Max.   :45.96   Max.   :364.00  
##                                                                   
##      DefFT         RankDefFT         Def2PtFG      RankDef2PtFG   
##  Min.   :11.48   Min.   :  1.00   Min.   :33.50   Min.   :  1.00  
##  1st Qu.:17.53   1st Qu.: 91.75   1st Qu.:47.15   1st Qu.: 91.75  
##  Median :18.91   Median :182.50   Median :49.70   Median :182.50  
##  Mean   :19.00   Mean   :182.50   Mean   :49.47   Mean   :182.50  
##  3rd Qu.:20.43   3rd Qu.:273.25   3rd Qu.:51.92   3rd Qu.:273.25  
##  Max.   :25.76   Max.   :364.00   Max.   :60.32   Max.   :364.00  
##                                                                   
##     Def3PtFG      RankDef3PtFG        Tempo         RankTempo     
##  Min.   :21.83   Min.   :  1.00   Min.   :59.53   Min.   :  1.00  
##  1st Qu.:29.23   1st Qu.: 91.75   1st Qu.:66.25   1st Qu.: 91.75  
##  Median :31.24   Median :182.50   Median :67.93   Median :182.50  
##  Mean   :31.53   Mean   :182.50   Mean   :67.98   Mean   :182.50  
##  3rd Qu.:33.85   3rd Qu.:273.25   3rd Qu.:69.56   3rd Qu.:273.25  
##  Max.   :51.63   Max.   :364.00   Max.   :76.19   Max.   :364.00  
##                                                                   
##     AdjTempo      RankAdjTempo          OE             RankOE      
##  Min.   :59.01   Min.   :  1.00   Min.   : 79.37   Min.   :  1.00  
##  1st Qu.:65.76   1st Qu.: 91.75   1st Qu.:102.07   1st Qu.: 91.75  
##  Median :67.42   Median :182.50   Median :105.68   Median :182.50  
##  Mean   :67.40   Mean   :182.50   Mean   :106.07   Mean   :182.50  
##  3rd Qu.:68.94   3rd Qu.:273.25   3rd Qu.:110.15   3rd Qu.:273.25  
##  Max.   :75.02   Max.   :364.00   Max.   :124.57   Max.   :364.00  
##                                                                    
##      AdjOE          RankAdjOE            DE             RankDE      
##  Min.   : 82.55   Min.   :  1.00   Min.   : 91.77   Min.   :  1.00  
##  1st Qu.:101.37   1st Qu.: 91.75   1st Qu.:102.82   1st Qu.: 91.75  
##  Median :106.42   Median :182.50   Median :106.51   Median :182.50  
##  Mean   :106.79   Mean   :182.50   Mean   :106.29   Mean   :182.50  
##  3rd Qu.:111.70   3rd Qu.:273.25   3rd Qu.:109.86   3rd Qu.:273.25  
##  Max.   :128.73   Max.   :364.00   Max.   :124.64   Max.   :364.00  
##                                                                     
##      AdjDE          RankAdjDE          AdjEM           RankAdjEM     
##  Min.   : 87.63   Min.   :  1.00   Min.   :-42.223   Min.   :  1.00  
##  1st Qu.:102.55   1st Qu.: 91.75   1st Qu.: -9.274   1st Qu.: 91.75  
##  Median :107.22   Median :182.50   Median : -1.732   Median :182.50  
##  Mean   :106.79   Mean   :182.50   Mean   :  0.000   Mean   :182.50  
##  3rd Qu.:111.62   3rd Qu.:273.25   3rd Qu.:  7.622   3rd Qu.:273.25  
##  Max.   :124.77   Max.   :364.00   Max.   : 38.087   Max.   :364.00  
##                                                                      
##      FG2Pct        RankFG2Pct         FG3Pct        RankFG3Pct    
##  Min.   :41.53   Min.   :  1.00   Min.   :26.70   Min.   :  1.00  
##  1st Qu.:48.79   1st Qu.: 91.75   1st Qu.:31.81   1st Qu.: 91.75  
##  Median :51.02   Median :182.50   Median :33.72   Median :182.50  
##  Mean   :51.02   Mean   :182.49   Mean   :33.71   Mean   :182.48  
##  3rd Qu.:53.35   3rd Qu.:273.25   3rd Qu.:35.42   3rd Qu.:273.25  
##  Max.   :60.57   Max.   :364.00   Max.   :40.00   Max.   :364.00  
##                                                                   
##      FTPct         RankFTPct         BlockPct       RankBlockPct   
##  Min.   :59.03   Min.   :  1.00   Min.   : 3.645   Min.   :  1.00  
##  1st Qu.:69.51   1st Qu.: 91.75   1st Qu.: 7.733   1st Qu.: 91.75  
##  Median :72.18   Median :182.50   Median : 9.150   Median :182.50  
##  Mean   :72.10   Mean   :182.48   Mean   : 9.394   Mean   :182.50  
##  3rd Qu.:74.74   3rd Qu.:273.25   3rd Qu.:11.042   3rd Qu.:273.25  
##  Max.   :82.80   Max.   :364.00   Max.   :18.549   Max.   :364.00  
##                                                                    
##    OppFG2Pct     RankOppFG2Pct      OppFG3Pct     RankOppFG3Pct   
##  Min.   :42.62   Min.   :  1.00   Min.   :27.60   Min.   :  1.00  
##  1st Qu.:48.76   1st Qu.: 91.75   1st Qu.:32.36   1st Qu.: 91.75  
##  Median :50.99   Median :182.50   Median :33.78   Median :182.50  
##  Mean   :51.04   Mean   :182.50   Mean   :33.82   Mean   :182.43  
##  3rd Qu.:53.28   3rd Qu.:273.25   3rd Qu.:35.29   3rd Qu.:273.25  
##  Max.   :59.81   Max.   :364.00   Max.   :39.70   Max.   :364.00  
##                                                                   
##     OppFTPct      RankOppFTPct     OppBlockPct     RankOppBlockPct 
##  Min.   :65.12   Min.   :  1.00   Min.   : 5.381   Min.   :  1.00  
##  1st Qu.:70.44   1st Qu.: 91.75   1st Qu.: 8.424   1st Qu.: 91.75  
##  Median :72.13   Median :181.00   Median : 9.383   Median :182.50  
##  Mean   :72.18   Mean   :182.48   Mean   : 9.457   Mean   :182.49  
##  3rd Qu.:73.94   3rd Qu.:273.25   3rd Qu.:10.302   3rd Qu.:273.25  
##  Max.   :78.59   Max.   :364.00   Max.   :14.775   Max.   :364.00  
##                                                                    
##     FG3Rate       RankFG3Rate       OppFG3Rate    RankOppFG3Rate  
##  Min.   :20.67   Min.   :  1.00   Min.   :27.68   Min.   :  1.00  
##  1st Qu.:35.28   1st Qu.: 91.75   1st Qu.:36.22   1st Qu.: 91.75  
##  Median :38.41   Median :182.50   Median :38.84   Median :182.50  
##  Mean   :39.01   Mean   :182.50   Mean   :39.05   Mean   :182.50  
##  3rd Qu.:42.44   3rd Qu.:273.25   3rd Qu.:41.34   3rd Qu.:273.25  
##  Max.   :53.96   Max.   :364.00   Max.   :59.32   Max.   :364.00  
##                                                                   
##      ARate         RankARate         OppARate      RankOppARate   
##  Min.   :38.03   Min.   :  1.00   Min.   :37.39   Min.   :  1.00  
##  1st Qu.:48.26   1st Qu.: 91.75   1st Qu.:48.35   1st Qu.: 91.75  
##  Median :51.52   Median :182.50   Median :51.69   Median :182.50  
##  Mean   :51.76   Mean   :182.50   Mean   :51.96   Mean   :182.49  
##  3rd Qu.:55.56   3rd Qu.:273.25   3rd Qu.:55.48   3rd Qu.:273.25  
##  Max.   :66.39   Max.   :364.00   Max.   :69.72   Max.   :364.00  
##                                                                   
##     StlRate         RankStlRate       OppStlRate      RankOppStlRate  
##  Min.   :0.04810   Min.   :  1.00   Min.   :0.06016   Min.   :  1.00  
##  1st Qu.:0.08622   1st Qu.: 91.75   1st Qu.:0.08853   1st Qu.: 91.75  
##  Median :0.09628   Median :182.50   Median :0.09630   Median :182.50  
##  Mean   :0.09729   Mean   :182.50   Mean   :0.09754   Mean   :182.50  
##  3rd Qu.:0.10758   3rd Qu.:273.25   3rd Qu.:0.10624   3rd Qu.:273.25  
##  Max.   :0.14564   Max.   :364.00   Max.   :0.14495   Max.   :364.00  
##                                                                       
##       DFP         NSTRate        RankNSTRate       OppNSTRate    
##  Min.   : NA   Min.   : 4.424   Min.   :  1.00   Min.   : 4.735  
##  1st Qu.: NA   1st Qu.: 6.722   1st Qu.: 91.75   1st Qu.: 6.748  
##  Median : NA   Median : 7.451   Median :182.50   Median : 7.511  
##  Mean   :NaN   Mean   : 7.544   Mean   :182.50   Mean   : 7.531  
##  3rd Qu.: NA   3rd Qu.: 8.168   3rd Qu.:273.25   3rd Qu.: 8.266  
##  Max.   : NA   Max.   :13.292   Max.   :364.00   Max.   :10.611  
##  NA's   :364                                                     
##  RankOppNSTRate     AvgHeight     RankAvgHeight     CenterHeight      
##  Min.   :  1.00   Min.   :74.27   Min.   :  1.00   Min.   :-3.030000  
##  1st Qu.: 91.75   1st Qu.:76.64   1st Qu.: 91.75   1st Qu.:-0.922500  
##  Median :182.50   Median :77.19   Median :182.50   Median : 0.060000  
##  Mean   :182.50   Mean   :77.20   Mean   :182.50   Mean   :-0.000082  
##  3rd Qu.:273.25   3rd Qu.:77.80   3rd Qu.:273.25   3rd Qu.: 0.875000  
##  Max.   :364.00   Max.   :79.77   Max.   :364.00   Max.   : 4.530000  
##                                                                       
##  RankCenterHeight    PFHeight          RankPFHeight       SFHeight        
##  Min.   :  1.00   Min.   :-3.480000   Min.   :  1.00   Min.   :-3.480000  
##  1st Qu.: 91.75   1st Qu.:-0.720000   1st Qu.: 91.75   1st Qu.:-0.652500  
##  Median :182.50   Median :-0.080000   Median :182.50   Median :-0.010000  
##  Mean   :182.05   Mean   : 0.000687   Mean   :181.94   Mean   :-0.000549  
##  3rd Qu.:273.25   3rd Qu.: 0.722500   3rd Qu.:273.25   3rd Qu.: 0.725000  
##  Max.   :364.00   Max.   : 3.150000   Max.   :364.00   Max.   : 3.050000  
##                                                                           
##   RankSFHeight       SGHeight        RankSGHeight       PGHeight       
##  Min.   :  1.00   Min.   :-4.0400   Min.   :  1.00   Min.   :-4.52000  
##  1st Qu.: 91.75   1st Qu.:-0.7300   1st Qu.: 91.75   1st Qu.:-0.95250  
##  Median :182.50   Median : 0.0200   Median :182.50   Median : 0.12000  
##  Mean   :181.40   Mean   : 0.0000   Mean   :181.41   Mean   :-0.00011  
##  3rd Qu.:273.25   3rd Qu.: 0.7025   3rd Qu.:273.25   3rd Qu.: 0.94750  
##  Max.   :364.00   Max.   : 3.0900   Max.   :364.00   Max.   : 4.52000  
##                                                                        
##   RankPGHeight    EffectiveHeight     RankEffectiveHeight   Experience   
##  Min.   :  1.00   Min.   :-2.710000   Min.   :  1.00      Min.   :0.000  
##  1st Qu.: 91.75   1st Qu.:-0.692500   1st Qu.: 91.75      1st Qu.:1.241  
##  Median :182.50   Median :-0.045000   Median :182.50      Median :1.742  
##  Mean   :181.83   Mean   : 0.000082   Mean   :182.50      Mean   :1.732  
##  3rd Qu.:273.25   3rd Qu.: 0.662500   3rd Qu.:273.25      3rd Qu.:2.176  
##  Max.   :364.00   Max.   : 3.270000   Max.   :364.00      Max.   :3.639  
##                                                                          
##  RankExperience       Bench         BenchRank        CenterPts    
##  Min.   :  1.00   Min.   :14.14   Min.   :  1.00   Min.   :10.12  
##  1st Qu.: 91.75   1st Qu.:27.70   1st Qu.: 91.75   1st Qu.:16.55  
##  Median :182.50   Median :31.12   Median :182.50   Median :19.21  
##  Mean   :182.50   Mean   :31.19   Mean   :182.50   Mean   :19.43  
##  3rd Qu.:273.25   3rd Qu.:34.51   3rd Qu.:273.25   3rd Qu.:22.25  
##  Max.   :364.00   Max.   :46.49   Max.   :364.00   Max.   :30.75  
##                                                                   
##  RankCenterPts        PFPts         RankPFPts          SFPts      
##  Min.   :  1.00   Min.   : 9.12   Min.   :  1.00   Min.   : 8.12  
##  1st Qu.: 91.75   1st Qu.:17.34   1st Qu.: 91.75   1st Qu.:16.91  
##  Median :182.50   Median :19.55   Median :182.50   Median :19.68  
##  Mean   :182.50   Mean   :19.79   Mean   :182.50   Mean   :19.76  
##  3rd Qu.:273.25   3rd Qu.:21.99   3rd Qu.:273.25   3rd Qu.:22.33  
##  Max.   :364.00   Max.   :29.82   Max.   :364.00   Max.   :32.41  
##                                                                   
##    RankSFPts          SGPts         RankSGPts          PGPts      
##  Min.   :  1.00   Min.   :11.43   Min.   :  1.00   Min.   :11.03  
##  1st Qu.: 91.75   1st Qu.:18.13   1st Qu.: 91.75   1st Qu.:17.55  
##  Median :182.50   Median :20.45   Median :182.50   Median :19.89  
##  Mean   :182.50   Mean   :20.54   Mean   :182.50   Mean   :20.44  
##  3rd Qu.:273.25   3rd Qu.:22.57   3rd Qu.:273.25   3rd Qu.:23.33  
##  Max.   :364.00   Max.   :31.00   Max.   :364.00   Max.   :32.81  
##                                                                   
##    RankPGPts         CenterOR      RankCenterOR         PFOR      
##  Min.   :  1.00   Min.   :10.84   Min.   :  1.00   Min.   : 9.40  
##  1st Qu.: 91.75   1st Qu.:30.57   1st Qu.: 91.75   1st Qu.:21.14  
##  Median :182.50   Median :35.84   Median :182.50   Median :25.95  
##  Mean   :182.50   Mean   :35.67   Mean   :182.50   Mean   :26.10  
##  3rd Qu.:273.25   3rd Qu.:40.36   3rd Qu.:273.25   3rd Qu.:30.48  
##  Max.   :364.00   Max.   :61.59   Max.   :364.00   Max.   :43.91  
##                                                                   
##     RankPFOR           SFOR          RankSFOR           SGOR       
##  Min.   :  1.00   Min.   : 4.30   Min.   :  1.00   Min.   : 2.920  
##  1st Qu.: 91.75   1st Qu.:13.19   1st Qu.: 91.75   1st Qu.: 8.057  
##  Median :182.50   Median :17.59   Median :182.50   Median :10.805  
##  Mean   :182.50   Mean   :17.70   Mean   :182.50   Mean   :11.399  
##  3rd Qu.:273.25   3rd Qu.:21.44   3rd Qu.:273.25   3rd Qu.:14.127  
##  Max.   :364.00   Max.   :40.68   Max.   :364.00   Max.   :32.340  
##                                                                    
##     RankSGOR           PGOR           RankPGOR         CenterDR    
##  Min.   :  1.00   Min.   : 2.870   Min.   :  1.00   Min.   :13.78  
##  1st Qu.: 91.75   1st Qu.: 6.285   1st Qu.: 91.75   1st Qu.:22.79  
##  Median :182.50   Median : 8.320   Median :182.50   Median :25.74  
##  Mean   :182.50   Mean   : 9.078   Mean   :182.50   Mean   :25.99  
##  3rd Qu.:273.25   3rd Qu.:11.280   3rd Qu.:273.25   3rd Qu.:28.89  
##  Max.   :364.00   Max.   :24.230   Max.   :364.00   Max.   :39.51  
##                                                                    
##   RankCenterDR         PFDR          RankPFDR           SFDR      
##  Min.   :  1.00   Min.   :13.39   Min.   :  1.00   Min.   :10.74  
##  1st Qu.: 91.75   1st Qu.:20.52   1st Qu.: 91.75   1st Qu.:16.61  
##  Median :182.50   Median :23.26   Median :182.50   Median :19.02  
##  Mean   :182.50   Mean   :23.27   Mean   :182.50   Mean   :19.44  
##  3rd Qu.:273.25   3rd Qu.:25.79   3rd Qu.:273.25   3rd Qu.:21.85  
##  Max.   :364.00   Max.   :37.11   Max.   :364.00   Max.   :34.41  
##                                                                   
##     RankSFDR           SGDR          RankSGDR           PGDR      
##  Min.   :  1.00   Min.   : 8.03   Min.   :  1.00   Min.   : 7.71  
##  1st Qu.: 91.75   1st Qu.:14.22   1st Qu.: 91.75   1st Qu.:12.60  
##  Median :182.50   Median :16.24   Median :182.50   Median :14.26  
##  Mean   :182.50   Mean   :16.52   Mean   :182.50   Mean   :14.74  
##  3rd Qu.:273.25   3rd Qu.:18.64   3rd Qu.:273.25   3rd Qu.:16.51  
##  Max.   :364.00   Max.   :28.87   Max.   :364.00   Max.   :23.48  
##                                                                   
##     RankPGDR        Net.Rating        Net.Rating.Rank Mapped.Conference.Name
##  Min.   :  1.00   Min.   :-42.20000   Min.   :   1    Length:364            
##  1st Qu.: 91.75   1st Qu.: -9.30000   1st Qu.:2205    Class :character      
##  Median :182.50   Median : -1.75000   Median :4422    Mode  :character      
##  Mean   :182.50   Mean   : -0.00192   Mean   :4227                          
##  3rd Qu.:273.25   3rd Qu.:  7.60000   3rd Qu.:6394                          
##  Max.   :364.00   Max.   : 38.00000   Max.   :8313                          
##                                                                             
##  Mapped.ESPN.Team.Name Current.Coach      Full.Team.Name         Since       
##  Length:364            Length:364         Length:364         Min.   :198485  
##  Class :character      Class :character   Class :character   1st Qu.:201819  
##  Mode  :character      Mode  :character   Mode  :character   Median :202122  
##                                                              Mean   :201946  
##                                                              3rd Qu.:202324  
##                                                              Max.   :202425  
##                                                                              
##  Active.Coaching.Length Active.Coaching.Length.Index      Seed  
##  Length:364             Min.   : 1.000               Min.   :0  
##  Class :character       1st Qu.: 2.000               1st Qu.:0  
##  Mode  :character       Median : 4.000               Median :0  
##                         Mean   : 5.742               Mean   :0  
##                         3rd Qu.: 7.000               3rd Qu.:0  
##                         Max.   :40.000               Max.   :0  
##                                                                 
##     Region          Post.Season.Tournament Post.Season.Tournament.Sorting.Index
##  Length:364         Length:364             Min.   :5                           
##  Class :character   Class :character       1st Qu.:5                           
##  Mode  :character   Mode  :character       Median :5                           
##                                            Mean   :5                           
##                                            3rd Qu.:5                           
##                                            Max.   :5                           
##                                                                                
##  Top.12.in.AP.Top.25.During.Week.6.
##  Length:364                        
##  Class :character                  
##  Mode  :character                  
##                                    
##                                    
##                                    
## 
df %>% filter(Season == 2025) %>%
  select(Seed, AdjEM, Net.Rating, AdjOE, Adjusted.Offensive.Efficiency, 
         Raw.Offensive.Efficiency, OE, eFGPct, FG2Pct, FG3Pct, ORPct, 
         FTRate, BlockPct, Experience, ARate, StlRate, DFP, 
         Avg.Possession.Length..Defense., FTPct, EffectiveHeight, 
         OffFT, Def2PtFG)
##     Seed       AdjEM Net.Rating    AdjOE Adjusted.Offensive.Efficiency
## 1      0  38.0870000       38.0 128.1000                         128.1
## 2      0  35.5678000       35.6 128.7340                         128.8
## 3      0  35.3956000       35.4 123.5060                         123.6
## 4      0  34.8972000       34.9 127.2930                         127.3
## 5      0  30.9073000       30.9 119.6780                         119.7
## 6      0  30.6962000       30.7 126.8450                         126.9
## 7      0  28.0678000       28.1 125.3140                         125.4
## 8      0  27.8208000       27.8 118.1550                         118.2
## 9      0  27.3128000       27.3 123.6340                         123.7
## 10     0  27.0189000       27.0 119.4790                         119.5
## 11     0  26.5985000       26.6 117.9780                         118.0
## 12     0  26.2714000       26.3 123.1450                         123.2
## 13     0  25.9166000       25.9 113.5490                         113.6
## 14     0  25.8199000       25.8 122.8420                         122.9
## 15     0  24.3634000       24.3 125.3780                         125.4
## 16     0  24.3129000       24.3 123.9260                         124.0
## 17     0  24.0850000       24.1 116.3100                         116.4
## 18     0  23.9511000       23.9 118.6960                         118.7
## 19     0  23.8541000       23.9 124.2140                         124.3
## 20     0  23.6288000       23.6 121.6910                         121.7
## 21     0  23.2751000       23.3 116.0110                         116.1
## 22     0  23.1346000       23.1 115.3610                         115.4
## 23     0  22.6862000       22.6 118.3040                         118.3
## 24     0  22.3941000       22.4 123.0330                         123.1
## 25     0  22.0957000       22.1 117.9130                         118.0
## 26     0  21.8146000       21.8 116.8550                         116.9
## 27     0  21.5565000       21.6 117.7160                         117.8
## 28     0  21.6445000       21.6 116.4940                         116.5
## 29     0  21.1228000       21.1 120.8430                         120.9
## 30     0  20.8522000       20.9 116.8230                         116.9
## 31     0  20.1248000       20.2 118.8210                         118.9
## 32     0  20.2130000       20.2 116.7020                         116.7
## 33     0  19.5556000       19.6 118.9320                         119.0
## 34     0  19.3599000       19.4 122.0080                         122.1
## 35     0  19.3133000       19.3 115.4940                         115.5
## 36     0  19.1372000       19.1 117.0450                         117.1
## 37     0  18.3544000       18.3 117.6730                         117.7
## 38     0  18.3331000       18.3 119.0520                         119.1
## 39     0  18.2159000       18.2 114.9720                         115.0
## 40     0  17.6828000       17.7 112.9620                         113.0
## 41     0  17.3591000       17.4 112.5270                         112.6
## 42     0  17.1723000       17.2 115.4670                         115.5
## 43     0  17.1603000       17.1 116.7700                         116.8
## 44     0  16.7361000       16.7 116.6800                         116.7
## 45     0  16.6140000       16.6 116.1270                         116.2
## 46     0  16.4687000       16.5 113.9390                         114.0
## 47     0  16.3105000       16.3 109.8360                         109.9
## 48     0  16.2098000       16.2 113.6720                         113.7
## 49     0  16.1756000       16.2 116.6420                         116.7
## 50     0  16.1469000       16.2 118.0150                         118.1
## 51     0  15.5771000       15.6 113.5580                         113.6
## 52     0  15.2222000       15.2 120.7520                         120.8
## 53     0  15.1114000       15.1 109.0600                         109.1
## 54     0  14.7999000       14.8 110.5600                         110.6
## 55     0  14.8920000       14.8 113.3060                         113.3
## 56     0  14.2735000       14.3 118.3190                         118.4
## 57     0  14.1620000       14.2 115.9120                         116.0
## 58     0  14.1483000       14.1 112.6550                         112.7
## 59     0  13.7314000       13.7 114.3400                         114.4
## 60     0  13.6804000       13.6 114.7070                         114.7
## 61     0  13.6356000       13.6 115.6940                         115.7
## 62     0  13.1925000       13.2 111.8720                         111.9
## 63     0  12.9857000       13.0 116.6910                         116.7
## 64     0  12.8452000       12.9 107.7230                         107.8
## 65     0  12.8603000       12.8 119.6050                         119.6
## 66     0  12.7306000       12.7 111.7640                         111.8
## 67     0  12.1760000       12.2 109.4110                         109.5
## 68     0  12.0202000       12.0 110.2500                         110.3
## 69     0  11.5973000       11.6 115.4230                         115.5
## 70     0  11.4319000       11.4 110.4950                         110.5
## 71     0  11.2088000       11.2 112.5560                         112.6
## 72     0  11.1674000       11.1 108.1960                         108.2
## 73     0  11.0120000       11.0 115.6450                         115.7
## 74     0  11.2770000       10.9 115.1980                         114.5
## 75     0  10.6069000       10.7 112.4100                         112.5
## 76     0  10.7534000       10.7 115.0550                         115.1
## 77     0  10.5687000       10.6 116.1610                         116.2
## 78     0  10.6084000       10.6 111.0840                         111.1
## 79     0   9.9359800        9.9 112.7850                         112.8
## 80     0   9.5208500        9.6 108.8200                         108.9
## 81     0   9.5839900        9.6 105.3820                         105.4
## 82     0   9.5046900        9.5 112.2140                         112.3
## 83     0   9.4889600        9.4 112.7020                         112.7
## 84     0   9.3095500        9.3 118.4450                         118.5
## 85     0   9.3541000        9.3 116.3010                         116.3
## 86     0   8.8133100        8.9 105.8140                         105.9
## 87     0   8.8274500        8.8 108.3840                         108.4
## 88     0   8.6261700        8.6 109.0710                         109.1
## 89     0   8.5076700        8.5 110.1630                         110.2
## 90     0   8.3959500        8.4 108.8150                         108.9
## 91     0   7.9452200        7.9 110.1640                         110.2
## 92     0   7.5136600        7.5 107.5520                         107.6
## 93     0   7.1323700        7.2 107.7220                         107.8
## 94     0   7.0829100        7.1 111.3350                         111.4
## 95     0   7.1064000        7.1 111.5340                         111.6
## 96     0   6.9251500        7.0 106.8240                         106.9
## 97     0   6.9940300        7.0 112.1770                         112.2
## 98     0   6.8653900        6.9 107.7180                         107.8
## 99     0   6.6832600        6.7 113.3460                         113.4
## 100    0   6.3424600        6.3 107.7580                         107.8
## 101    0   5.8657800        5.9 109.9090                         110.0
## 102    0   5.6291400        5.6 106.2810                         106.3
## 103    0   5.2615900        5.3 110.7140                         110.8
## 104    0   5.1507200        5.2 109.3330                         109.4
## 105    0   5.1447000        5.2 112.3430                         112.4
## 106    0   5.0834300        5.1 109.1070                         109.2
## 107    0   5.0453200        5.0 109.1050                         109.1
## 108    0   4.9035800        4.9 115.1950                         115.2
## 109    0   4.9056100        4.9 111.9920                         112.0
## 110    0   4.8832400        4.9 117.1800                         117.2
## 111    0   4.9054400        4.9 107.7530                         107.8
## 112    0   4.7924700        4.8 106.0580                         106.1
## 113    0   4.6501900        4.7 111.3510                         111.4
## 114    0   4.5960000        4.6 108.0280                         108.1
## 115    0   4.4416600        4.5 112.3180                         112.4
## 116    0   4.4015000        4.4 112.6150                         112.7
## 117    0   4.3926600        4.4 110.4290                         110.5
## 118    0   4.3573700        4.4 109.7160                         109.8
## 119    0   4.2618600        4.3 109.1100                         109.2
## 120    0   4.2784800        4.3 109.1760                         109.2
## 121    0   4.1461700        4.1 113.6840                         113.7
## 122    0   4.1051700        4.1 107.4720                         107.5
## 123    0   4.0352100        4.0 112.0760                         112.1
## 124    0   3.9229500        3.9 111.6790                         111.7
## 125    0   3.6893900        3.7 108.9750                         109.0
## 126    0   3.7730800        3.7 107.6030                         107.6
## 127    0   3.4740200        3.5 113.6570                         113.7
## 128    0   3.3768200        3.4 112.3640                         112.4
## 129    0   3.1255900        3.2 107.1270                         107.2
## 130    0   2.8796800        2.9 106.1430                         106.2
## 131    0   2.9483900        2.9 104.3710                         104.4
## 132    0   2.8158700        2.8 113.8720                         114.0
## 133    0   2.8033600        2.8 115.4510                         115.5
## 134    0   2.7407500        2.8 109.7220                         109.8
## 135    0   2.6919900        2.7 106.7840                         106.8
## 136    0   2.6773500        2.7 105.5410                         105.6
## 137    0   2.2944500        2.3 109.6400                         109.7
## 138    0   2.0654000        2.1 107.0420                         107.1
## 139    0   1.9335900        2.0 111.9090                         112.0
## 140    0   1.8847700        1.9 106.8100                         106.9
## 141    0   1.8988900        1.9 106.4470                         106.5
## 142    0   1.7621500        1.8 107.3090                         107.4
## 143    0   1.7744100        1.8 107.2070                         107.3
## 144    0   1.5757600        1.6 104.1670                         104.2
## 145    0   1.6392200        1.6 108.5680                         108.6
## 146    0   1.5396200        1.5 109.7580                         109.8
## 147    0   1.5742900        1.5 110.1870                         110.2
## 148    0   1.5533800        1.5 108.7950                         108.8
## 149    0   0.8920900        0.8 108.1890                         108.2
## 150    0   0.6839980        0.7 106.8380                         106.9
## 151    0   0.6553720        0.7 110.4050                         110.5
## 152    0   0.6294560        0.6 107.3640                         107.4
## 153    0   0.6398740        0.6 106.8620                         106.9
## 154    0   0.6491780        0.6 106.1030                         106.1
## 155    0   0.5345050        0.6 104.2070                         104.3
## 156    0   0.5195660        0.5 111.0990                         111.1
## 157    0   0.3988520        0.4 110.8460                         110.9
## 158    0   0.4037920        0.4 105.3600                         105.4
## 159    0   0.2520810        0.3 106.0190                         106.1
## 160    0   0.2978010        0.3 103.4500                         103.5
## 161    0   0.1885150        0.2 106.4520                         106.5
## 162    0   0.0712060        0.1 110.5170                         110.6
## 163    0  -0.0479318        0.0 108.3550                         108.4
## 164    0  -0.0956877       -0.1 107.3200                         107.4
## 165    0  -0.1774880       -0.1 102.0220                         102.1
## 166    0  -0.0790135       -0.1 109.0510                         109.1
## 167    0  -0.3128590       -0.3 105.9200                         106.0
## 168    0  -0.4022660       -0.4 103.7160                         103.8
## 169    0  -0.5613490       -0.5 101.1100                         101.2
## 170    0  -0.5206240       -0.5 106.3330                         106.4
## 171    0  -0.5796720       -0.5 110.0160                         110.1
## 172    0  -0.6879730       -0.7 108.1620                         108.2
## 173    0  -0.7746440       -0.8 105.6790                         105.7
## 174    0  -0.8389680       -0.9 106.9850                         107.0
## 175    0  -0.9645930       -1.0 110.3930                         110.4
## 176    0  -1.1499700       -1.1 106.8450                         106.9
## 177    0  -1.3189800       -1.3 107.1740                         107.2
## 178    0  -1.6243100       -1.4 105.8440                         105.5
## 179    0  -1.4615700       -1.5 101.7550                         101.8
## 180    0  -1.5756200       -1.6 109.5870                         109.6
## 181    0  -1.5961300       -1.6 107.5770                         107.6
## 182    0  -1.7415300       -1.7 105.4410                         105.5
## 183    0  -1.7444000       -1.8  99.7977                          99.8
## 184    0  -1.7227600       -1.8 109.6910                         109.7
## 185    0  -2.0205600       -2.0 105.3120                         105.4
## 186    0  -1.9818000       -2.0 103.6010                         103.6
## 187    0  -2.0591200       -2.1 103.9800                         104.0
## 188    0  -2.1717700       -2.2  99.8644                          99.9
## 189    0  -2.2703600       -2.3 106.3020                         106.3
## 190    0  -2.4056800       -2.4 103.0640                         103.1
## 191    0  -2.4337800       -2.5 107.1990                         107.2
## 192    0  -2.5299500       -2.6 113.4940                         113.5
## 193    0  -2.7852500       -2.7 100.4520                         100.6
## 194    0  -2.7432400       -2.7 105.6490                         105.7
## 195    0  -2.8078900       -2.8 104.5890                         104.6
## 196    0  -2.8415900       -2.9 103.4820                         103.5
## 197    0  -2.9807300       -3.0 107.4420                         107.5
## 198    0  -3.0045300       -3.0 109.4200                         109.5
## 199    0  -3.1007900       -3.1 105.3860                         105.4
## 200    0  -3.1040100       -3.1 106.1270                         106.2
## 201    0  -3.0917800       -3.1 109.0440                         109.1
## 202    0  -3.2179100       -3.2 109.0760                         109.1
## 203    0  -3.2909300       -3.3 106.2720                         106.3
## 204    0  -3.3018400       -3.3 101.8930                         101.9
## 205    0  -3.2871000       -3.3 102.1630                         102.2
## 206    0  -3.4535500       -3.5 100.5780                         100.6
## 207    0  -3.4134500       -3.5  98.7929                          98.8
## 208    0  -3.6352300       -3.6 103.1780                         103.3
## 209    0  -3.6946600       -3.7 103.6560                         103.7
## 210    0  -3.7861100       -3.8 105.9650                         106.0
## 211    0  -3.8527400       -3.8 100.7180                         100.8
## 212    0  -3.8609100       -3.9 105.8620                         105.9
## 213    0  -3.8951300       -3.9 105.9560                         106.0
## 214    0  -3.9953300       -4.0 102.0370                         102.1
## 215    0  -4.1286400       -4.1 102.3530                         102.4
## 216    0  -4.1151200       -4.1 103.7620                         103.8
## 217    0  -4.2209300       -4.2 106.4270                         106.5
## 218    0  -4.3278300       -4.3 101.9340                         102.0
## 219    0  -4.4639500       -4.5  97.7669                          97.8
## 220    0  -4.5478700       -4.5 101.6500                         101.7
## 221    0  -4.4740000       -4.5  97.9591                          98.0
## 222    0  -4.5951900       -4.6 103.8110                         103.8
## 223    0  -4.6794900       -4.6 109.4960                         109.6
## 224    0  -4.7387400       -4.8 103.1990                         103.2
## 225    0  -4.9033700       -4.9 102.7640                         102.8
## 226    0  -5.0382200       -5.0 107.4580                         107.5
## 227    0  -5.0683400       -5.1  99.1694                          99.2
## 228    0  -5.2773900       -5.2 106.4210                         106.5
## 229    0  -5.2375500       -5.2 102.6380                         102.7
## 230    0  -5.3020800       -5.3 107.3210                         107.4
## 231    0  -5.4055800       -5.4 104.5260                         104.6
## 232    0  -5.5760200       -5.6 109.3750                         109.4
## 233    0  -5.7050800       -5.7 102.6200                         102.7
## 234    0  -5.7104900       -5.7  98.9492                          99.0
## 235    0  -5.8572100       -5.8 100.4440                         100.5
## 236    0  -5.9584000       -5.9 102.1190                         102.2
## 237    0  -5.8577100       -5.9 108.4590                         108.5
## 238    0  -6.0255100       -6.0 103.0620                         103.1
## 239    0  -6.0534600       -6.1 106.3760                         106.4
## 240    0  -6.1248400       -6.1 109.3120                         109.4
## 241    0  -6.1280200       -6.1 112.1080                         112.2
## 242    0  -6.2315300       -6.2 108.6340                         108.7
## 243    0  -6.1766000       -6.2 104.7440                         104.8
## 244    0  -6.1815300       -6.2  99.1762                          99.2
## 245    0  -6.2782800       -6.3 101.0580                         101.1
## 246    0  -6.3889900       -6.4 101.0580                         101.1
## 247    0  -6.5132000       -6.5  97.1614                          97.2
## 248    0  -6.5769200       -6.6 106.0470                         106.1
## 249    0  -6.5198100       -6.6 104.2940                         104.3
## 250    0  -6.9891300       -7.0 102.6530                         102.7
## 251    0  -7.2279500       -7.3  99.4814                          99.5
## 252    0  -7.4083200       -7.4 100.3250                         100.4
## 253    0  -7.4545300       -7.4 102.8330                         102.9
## 254    0  -7.3342600       -7.4 102.2040                         102.2
## 255    0  -7.5181900       -7.5  96.6829                          96.7
## 256    0  -7.6475100       -7.6 101.2790                         101.4
## 257    0  -7.6555200       -7.7 100.8910                         100.9
## 258    0  -7.7779400       -7.8 104.5510                         104.6
## 259    0  -7.9264300       -7.9 109.5690                         109.6
## 260    0  -7.9323200       -8.0 104.6830                         104.7
## 261    0  -8.0037600       -8.0  98.2766                          98.3
## 262    0  -8.0130500       -8.0 104.7450                         104.8
## 263    0  -8.0414000       -8.1  99.2819                          99.3
## 264    0  -8.1430800       -8.2 103.0780                         103.1
## 265    0  -8.2296000       -8.2 106.4570                         106.5
## 266    0  -8.1427700       -8.2 107.7830                         107.8
## 267    0  -8.5722600       -8.5 103.9110                         104.0
## 268    0  -8.6215400       -8.7 101.3970                         101.4
## 269    0  -8.9125900       -8.9 105.8020                         105.9
## 270    0  -9.0408800       -9.0 103.2530                         103.3
## 271    0  -9.1144200       -9.1  97.1243                          97.2
## 272    0  -9.1361800       -9.1 102.3480                         102.4
## 273    0  -9.2536500       -9.3 101.8570                         101.9
## 274    0  -9.3369200       -9.3 103.5170                         103.6
## 275    0  -9.4613800       -9.4 107.3100                         107.4
## 276    0  -9.5526700       -9.5 106.3820                         106.5
## 277    0  -9.5515000       -9.5  95.1140                          95.2
## 278    0  -9.5977400       -9.6 101.7850                         101.8
## 279    0  -9.5325300       -9.6 100.5990                         100.6
## 280    0  -9.5919000       -9.6  96.5850                          96.6
## 281    0  -9.7176100       -9.7 104.3640                         104.4
## 282    0 -10.1975000      -10.2 100.6950                         100.7
## 283    0 -10.3160000      -10.3 100.1500                         100.2
## 284    0 -10.2547000      -10.3 101.4710                         101.5
## 285    0 -10.4019000      -10.4  94.8778                          94.9
## 286    0 -10.3799000      -10.4  93.0954                          93.1
## 287    0 -10.5765000      -10.6  97.2659                          97.3
## 288    0 -10.5539000      -10.6 100.2760                         100.3
## 289    0 -10.6762000      -10.7  98.1462                          98.2
## 290    0 -10.8797000      -10.9  98.9854                          99.0
## 291    0 -10.9410000      -10.9 103.9930                         104.1
## 292    0 -11.0011000      -11.0 101.8000                         101.8
## 293    0 -11.0004000      -11.0 101.7400                         101.8
## 294    0 -10.9858000      -11.0 101.4690                         101.5
## 295    0 -11.1325000      -11.1  98.2275                          98.3
## 296    0 -11.2611000      -11.3  99.4562                          99.5
## 297    0 -11.4252000      -11.4  94.9180                          95.0
## 298    0 -11.3268000      -11.4  97.5930                          97.6
## 299    0 -11.3891000      -11.4 106.5350                         106.6
## 300    0 -11.4415000      -11.4 101.2270                         101.3
## 301    0 -11.7435000      -11.8 101.8960                         101.9
## 302    0 -11.9895000      -12.0  99.6903                          99.7
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## 304    0 -12.3016000      -12.3 100.8490                         100.9
## 305    0 -12.2708000      -12.3  99.0618                          99.1
## 306    0 -12.3601000      -12.4 100.4770                         100.5
## 307    0 -12.5335000      -12.5 101.6560                         101.7
## 308    0 -12.5341000      -12.5  98.7324                          98.8
## 309    0 -12.5012000      -12.5  98.3605                          98.4
## 310    0 -12.5417000      -12.6  98.9677                          99.0
## 311    0 -12.7836000      -12.8  99.7020                          99.7
## 312    0 -13.2474000      -13.2 103.6260                         103.7
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## 314    0 -13.3703000      -13.3 109.5250                         109.6
## 315    0 -13.3838000      -13.4  93.5484                          93.6
## 316    0 -13.5110000      -13.5  97.7500                          97.8
## 317    0 -13.8680000      -13.8  98.8262                          98.9
## 318    0 -13.7174000      -13.8 101.4960                         101.5
## 319    0 -13.8877000      -13.9 101.8430                         101.9
## 320    0 -13.9624000      -14.0  95.1470                          95.2
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## 324    0 -14.5143000      -14.5  99.8903                          99.9
## 325    0 -14.6083000      -14.7  97.6006                          97.6
## 326    0 -14.7821000      -14.7  94.1183                          94.2
## 327    0 -14.8144000      -14.8  97.6768                          97.7
## 328    0 -14.8983000      -14.9 102.8860                         102.9
## 329    0 -15.0317000      -15.0 100.4580                         100.5
## 330    0 -15.0785000      -15.1  96.5379                          96.6
## 331    0 -15.4426000      -15.5 101.6010                         101.6
## 332    0 -15.7260000      -15.7 101.9080                         102.0
## 333    0 -15.9208000      -16.0  98.1779                          98.2
## 334    0 -16.1027000      -16.1 100.7350                         100.8
## 335    0 -16.4085000      -16.4  97.0185                          97.1
## 336    0 -16.5489000      -16.6  98.2845                          98.3
## 337    0 -17.0245000      -17.1  95.0938                          95.1
## 338    0 -17.1165000      -17.1  95.2680                          95.3
## 339    0 -17.5967000      -17.5  96.3090                          96.4
## 340    0 -17.5288000      -17.6  98.4002                          98.4
## 341    0 -17.6634000      -17.7 103.7970                         103.8
## 342    0 -17.9327000      -17.9  95.3580                          95.4
## 343    0 -17.8343000      -17.9  98.7980                          98.8
## 344    0 -18.1466000      -18.1  94.3442                          94.4
## 345    0 -18.0971000      -18.1  92.2253                          92.3
## 346    0 -18.1656000      -18.2  97.6939                          97.7
## 347    0 -18.2195000      -18.2  99.0436                          99.1
## 348    0 -18.3530000      -18.3  96.1254                          96.2
## 349    0 -18.3363000      -18.3  99.3635                          99.4
## 350    0 -18.2857000      -18.3  96.8984                          96.9
## 351    0 -18.3904000      -18.4  93.9265                          94.0
## 352    0 -19.3017000      -19.3  99.4075                          99.5
## 353    0 -20.2953000      -20.3  93.2417                          93.3
## 354    0 -20.6378000      -20.6 101.2190                         101.3
## 355    0 -21.5507000      -21.5  93.8358                          93.9
## 356    0 -21.7971000      -21.8  94.9736                          95.0
## 357    0 -22.1468000      -22.1  95.5533                          95.6
## 358    0 -22.6702000      -22.7  95.7733                          95.8
## 359    0 -22.9138000      -23.0  99.0013                          99.0
## 360    0 -23.5544000      -23.6  91.9958                          92.0
## 361    0 -24.3182000      -24.3  87.3312                          87.4
## 362    0 -24.3209000      -24.4  91.8903                          91.9
## 363    0 -26.1062000      -26.1  95.0210                          95.1
## 364    0 -42.2232000      -42.2  82.5490                          82.6
##     Raw.Offensive.Efficiency       OE   eFGPct   FG2Pct   FG3Pct    ORPct
## 1                      124.6 124.5680 57.44898 58.13953 37.74011 35.42260
## 2                      121.5 121.5000 55.94636 56.26598 36.98630 34.59062
## 3                      117.1 117.1370 52.76058 49.13522 39.78979 36.49374
## 4                      119.8 119.8460 54.99022 56.57093 35.30726 38.20225
## 5                      114.1 114.1070 52.92350 54.01530 34.31122 35.91954
## 6                      119.2 119.1550 56.55658 59.85599 35.12658 34.99157
## 7                      119.9 119.8830 55.45546 54.33996 37.89238 34.25760
## 8                      112.7 112.7200 51.29151 53.91850 30.59581 35.76779
## 9                      121.2 121.2390 55.71429 57.76664 34.42390 32.68379
## 10                     113.8 113.8200 54.56204 55.07845 35.78501 32.16981
## 11                     115.1 115.1100 53.90071 52.71013 37.37518 31.52174
## 12                     117.1 117.0990 54.58055 55.45723 35.74514 28.25688
## 13                     109.9 109.9130 49.44496 51.43238 29.95461 37.46106
## 14                     116.0 115.9750 53.00995 55.25915 32.52149 36.26667
## 15                     120.4 120.3670 56.19748 56.73250 36.96203 33.73272
## 16                     116.9 116.9230 56.00098 55.94937 37.38208 28.68217
## 17                     109.4 109.4030 47.47264 47.99666 31.06796 42.04545
## 18                     115.1 115.0720 53.63171 52.32558 37.15047 33.72835
## 19                     117.0 117.0290 56.33387 55.50737 38.45070 30.96647
## 20                     115.1 115.1200 52.31898 57.27029 31.14919 36.00668
## 21                     109.0 109.0040 53.14496 53.36323 35.15065 30.41958
## 22                     114.9 114.8610 50.86842 51.81675 32.64984 40.52111
## 23                     113.9 113.8800 53.65916 57.32673 33.15678 32.04225
## 24                     117.2 117.2040 57.18274 58.64440 37.07983 33.30300
## 25                     110.7 110.6940 51.08422 51.01180 34.12798 25.35446
## 26                     112.4 112.3950 52.96816 53.08017 35.17964 32.82876
## 27                     112.2 112.2130 52.03488 54.91434 32.46073 30.11647
## 28                     110.5 110.4860 55.04315 58.55263 33.54430 33.04598
## 29                     113.2 113.1970 51.54127 51.22378 34.67532 35.57348
## 30                     115.9 115.8920 52.52824 54.12844 33.82688 37.01707
## 31                     113.2 113.1520 51.74224 55.16956 31.37698 34.07643
## 32                     110.0 110.0170 52.24806 53.03030 34.00268 30.55304
## 33                     113.5 113.4880 54.17062 54.85327 35.33931 29.21635
## 34                     118.1 118.1480 55.53496 57.28782 35.44776 35.57505
## 35                     110.2 110.1520 52.51381 53.84615 33.48348 36.10315
## 36                     111.3 111.2560 56.00962 60.56782 34.20195 26.88275
## 37                     111.9 111.8560 53.52972 52.55537 36.76056 28.97727
## 38                     112.6 112.5810 54.94297 54.57944 36.96498 26.46776
## 39                     116.5 116.5360 55.28684 56.01336 36.36364 25.67308
## 40                     107.9 107.9310 52.73153 54.35855 33.28612 27.56120
## 41                     108.7 108.6910 50.77153 50.62362 34.05573 31.54907
## 42                     111.6 111.5840 53.90539 51.31810 38.82353 25.19763
## 43                     112.9 112.9030 52.53479 51.80908 35.90463 29.78541
## 44                     113.2 113.2060 52.23543 56.44841 31.09354 33.33333
## 45                     112.5 112.5460 55.80504 56.97897 36.15385 26.52860
## 46                     108.1 108.1400 49.76935 49.68847 33.28336 31.17444
## 47                     105.0 104.9840 50.66626 51.64835 32.76923 29.34010
## 48                     107.7 107.7430 51.13039 52.59843 32.12025 31.49819
## 49                     115.3 115.2970 54.67866 53.72425 37.62811 36.72014
## 50                     113.0 113.0400 51.66751 53.59256 32.53769 32.15821
## 51                     111.3 111.2810 54.10923 52.35435 38.38863 34.22509
## 52                     118.7 118.7000 55.99241 57.70677 35.76923 34.62264
## 53                     102.6 102.6410 49.97286 50.85599 32.62662 25.87601
## 54                     106.3 106.2620 50.88250 52.64874 32.01058 32.28895
## 55                     107.6 107.6090 51.55815 53.30317 32.51445 26.78571
## 56                     115.6 115.6380 54.85464 51.11759 39.79849 30.15717
## 57                     114.5 114.5080 55.50761 54.62345 37.67644 32.82236
## 58                     113.3 113.2930 53.82372 54.56410 35.03521 36.04520
## 59                     114.4 114.3870 53.27314 53.16682 35.63748 34.67049
## 60                     111.2 111.2210 54.07366 55.59441 34.25926 28.61357
## 61                     112.4 112.4160 52.21502 52.44240 34.59530 29.04718
## 62                     111.0 110.9870 58.03188 57.59717 39.00256 19.24324
## 63                     110.3 110.3250 54.56744 54.27632 36.74419 28.22026
## 64                     107.7 107.7240 51.94414 51.17253 35.60127 28.61244
## 65                     114.9 114.8580 56.75545 56.56814 38.01653 25.13181
## 66                     110.1 110.1130 53.04090 54.67557 33.95062 29.00627
## 67                     103.6 103.6430 50.59187 51.80723 32.52241 29.40156
## 68                     111.8 111.7850 52.26658 51.14007 36.08618 32.49139
## 69                     107.5 107.5320 49.36954 48.63749 33.60752 32.37868
## 70                     103.8 103.8410 48.87608 49.81096 31.61004 30.35714
## 71                     104.1 104.1360 51.44336 49.80952 35.75064 25.17857
## 72                     103.5 103.5160 49.35466 52.94627 28.50318 26.79245
## 73                     112.2 112.1750 52.61344 52.11946 35.56188 29.59685
## 74                     117.1 117.8700 54.73949 53.54839 38.18898 33.86912
## 75                     108.3 108.3060 51.71414 53.89671 32.61131 34.92741
## 76                     108.9 108.8520 50.56730 51.29450 32.85917 30.78246
## 77                     109.5 109.5400 53.04610 51.71773 36.64430 26.44860
## 78                     110.1 110.1260 52.53623 53.27553 34.45190 29.84155
## 79                     110.4 110.4450 53.72549 55.28674 34.08072 27.42090
## 80                     101.9 101.8790 50.56787 51.89655 32.22061 28.92112
## 81                     105.5 105.5250 51.59314 51.48042 34.52991 32.06967
## 82                     109.2 109.2100 50.43837 50.00000 34.03727 31.05862
## 83                     115.5 115.4880 55.91635 56.69456 36.70151 24.13108
## 84                     121.3 121.3420 56.41581 57.37123 36.61581 33.98821
## 85                     115.5 115.5290 54.58880 54.46097 36.54485 31.82819
## 86                     100.3 100.2740 46.80000 47.75510 30.00000 33.01887
## 87                     104.8 104.8240 50.44133 52.07297 31.80556 31.58829
## 88                     104.8 104.8020 51.08753 55.21127 30.48780 29.46429
## 89                     104.7 104.6610 49.86157 50.77855 32.15385 30.19713
## 90                     105.4 105.3680 50.70729 52.33798 31.66397 29.69035
## 91                     110.8 110.7850 49.26050 50.51635 31.79872 33.95349
## 92                     104.8 104.8330 49.72618 49.62343 33.28051 27.27273
## 93                     104.6 104.5590 50.35300 49.88142 34.12256 30.54852
## 94                     108.0 107.9910 51.69402 50.80440 35.45198 29.63964
## 95                     112.9 112.9380 56.78060 54.45920 40.00000 26.31058
## 96                     107.1 107.1330 51.04972 52.95587 31.52709 32.58004
## 97                     106.9 106.8550 52.12766 51.05105 35.61151 33.18057
## 98                     108.6 108.5530 50.08523 53.86200 30.29151 38.58195
## 99                     115.6 115.5640 55.49423 55.83104 36.72566 32.79279
## 100                    101.0 101.0450 48.25613 48.02687 32.45342 30.98346
## 101                    111.3 111.2550 55.47904 55.27544 37.22871 25.59834
## 102                    105.6 105.6180 50.22371 51.89003 31.41026 28.03030
## 103                    105.3 105.3060 52.65700 49.94720 37.51763 22.36025
## 104                    107.4 107.3610 56.32689 59.78774 35.27357 23.62525
## 105                    114.7 114.6690 52.21741 53.72881 33.03438 35.45706
## 106                    109.4 109.4100 51.81670 51.48903 35.03521 35.42435
## 107                    103.4 103.4460 50.61296 50.09074 34.36989 27.50965
## 108                    115.3 115.3440 56.45798 57.48194 36.81592 25.77963
## 109                    115.5 115.4500 51.72759 51.45929 34.82014 33.50427
## 110                    117.8 117.8020 51.18402 50.80028 34.74576 38.48123
## 111                    107.2 107.2370 53.33145 53.76344 35.16043 29.24710
## 112                    106.8 106.7520 50.70340 51.57179 32.51418 30.93180
## 113                    108.1 108.1490 47.80220 48.15409 31.48148 34.74510
## 114                    107.6 107.6000 50.61418 53.21806 31.33333 32.14612
## 115                    110.9 110.8750 53.21744 53.77932 34.92268 30.74890
## 116                    113.7 113.7080 54.63945 53.97614 36.93182 34.61538
## 117                    106.0 105.9970 51.04379 51.93036 32.81493 31.37931
## 118                    105.2 105.1540 52.67394 53.33979 34.60246 27.22420
## 119                    107.6 107.6110 49.56622 49.13400 33.54430 30.99134
## 120                    106.3 106.3410 50.80386 52.92553 31.70732 30.65371
## 121                    112.8 112.7820 53.27913 54.61140 34.54545 35.54545
## 122                    108.6 108.6420 50.82353 53.57143 31.70103 28.33656
## 123                    114.5 114.5000 57.34797 58.90909 36.53846 25.15658
## 124                    109.5 109.4570 56.66492 57.99821 36.52393 31.30352
## 125                    106.7 106.7450 52.50000 53.45572 34.09786 29.30283
## 126                    105.2 105.1590 48.30367 48.34495 32.15385 28.83046
## 127                    117.3 117.2670 57.80460 58.12236 38.29532 21.42857
## 128                    111.6 111.6470 54.82478 52.93578 38.11149 27.18447
## 129                    103.8 103.8210 49.31034 52.16017 30.59418 32.54494
## 130                    103.8 103.7510 49.97185 49.20635 33.98438 32.93904
## 131                    102.0 101.9540 46.17197 46.07477 30.89172 32.52896
## 132                    115.5 115.5450 58.26693 60.38710 37.34610 26.01726
## 133                    119.1 119.1100 58.23208 56.54450 39.79592 26.23491
## 134                    112.6 112.5970 53.59179 54.51092 34.80742 33.63007
## 135                    105.3 105.3490 48.74346 50.10973 30.20258 31.94444
## 136                    107.0 107.0360 48.66738 50.42808 30.50847 35.74007
## 137                    110.6 110.5770 53.59589 53.16901 36.00000 29.99054
## 138                    110.1 110.1370 51.33745 50.73290 34.91620 35.25862
## 139                    112.6 112.6320 56.02716 56.57328 36.94875 24.60317
## 140                    109.5 109.5240 50.19966 48.87365 34.69945 35.65460
## 141                    105.6 105.5590 49.40205 48.66920 33.66477 29.10584
## 142                    109.9 109.8670 51.42777 53.10458 31.85053 39.82890
## 143                    109.0 108.9780 50.66425 48.00839 36.18234 31.14428
## 144                    102.1 102.0960 46.53524 46.29803 31.30148 29.87974
## 145                    109.3 109.2760 52.08946 52.75362 34.03614 27.24551
## 146                    108.7 108.7400 52.36134 53.27014 34.07311 24.35775
## 147                    108.2 108.1610 49.50495 48.96116 33.49754 32.32498
## 148                    109.8 109.8460 54.62754 52.36052 38.09524 27.57282
## 149                    107.5 107.5070 52.80997 53.34572 34.61538 28.25670
## 150                    109.8 109.7600 50.89374 51.26050 33.47518 34.02836
## 151                    111.0 111.0450 51.14251 49.85836 35.59603 33.82789
## 152                    110.2 110.1930 55.19304 54.06190 37.76398 27.60618
## 153                    107.1 107.0900 47.94912 46.69421 33.37989 35.28919
## 154                    107.4 107.3910 52.37092 51.75747 35.52632 26.54155
## 155                    102.7 102.6870 50.27871 50.70159 33.10345 22.76576
## 156                    112.5 112.4580 53.49087 52.49344 36.71766 29.15129
## 157                    111.6 111.5860 56.36201 57.27788 36.52597 22.57019
## 158                    103.0 102.9980 49.29619 47.69797 34.73344 25.35478
## 159                    107.2 107.2380 52.77450 53.04420 34.74747 31.90429
## 160                    100.4 100.4270 47.86486 48.02867 31.74387 23.52438
## 161                    103.3 103.3430 51.23735 50.33050 35.04868 31.01145
## 162                    109.9 109.9270 50.66054 50.00000 34.30750 32.00380
## 163                    110.2 110.1550 53.30265 54.96049 33.75706 31.17904
## 164                    103.7 103.6850 50.55340 49.10630 35.08065 26.81359
## 165                    102.3 102.2610 47.24901 44.25676 35.57858 35.54758
## 166                    111.5 111.5120 54.74352 53.95538 37.12213 22.02557
## 167                    104.4 104.4430 48.27676 48.63344 31.74367 33.30442
## 168                    105.2 105.2480 49.30636 49.57045 32.50883 34.50980
## 169                    103.0 102.9560 49.71135 48.80174 34.00936 27.53479
## 170                    108.1 108.1160 49.94650 50.97518 32.25371 32.95945
## 171                    109.5 109.5390 49.91722 48.19277 35.80247 32.02555
## 172                    110.2 110.1530 53.86313 54.07341 35.68345 29.97033
## 173                    104.7 104.7310 48.10127 45.55749 34.97758 30.61578
## 174                    105.7 105.7490 51.06762 51.07632 34.03614 30.01969
## 175                    106.0 105.9830 51.00243 46.98318 38.26772 30.30000
## 176                    107.9 107.9420 48.42499 49.29926 31.21212 33.82997
## 177                    106.7 106.6990 50.13151 53.23610 30.59701 34.09290
## 178                    106.0 106.4220 51.60494 49.94041 35.59539 26.39752
## 179                    104.2 104.1510 50.13951 47.38176 37.00658 35.19395
## 180                    107.3 107.2660 55.22212 55.99613 36.32163 27.60033
## 181                    110.7 110.7300 52.61438 54.86799 31.21019 32.54565
## 182                    102.4 102.3680 48.92325 47.56801 34.44816 28.83046
## 183                    105.0 104.9900 52.18418 53.66516 32.93718 26.54127
## 184                    110.8 110.7630 49.71354 47.74775 34.93827 32.38342
## 185                    106.1 106.0680 52.78884 53.84615 34.25926 20.72336
## 186                    100.6 100.6060 50.32468 49.45274 34.39768 29.95261
## 187                    106.8 106.7760 52.17746 51.94805 35.04399 33.01708
## 188                    101.0 101.0320 49.35519 49.29445 32.95739 20.75134
## 189                    106.2 106.2430 48.57641 47.76828 33.23353 33.71681
## 190                    106.9 106.9210 51.01918 50.62278 34.55882 35.59322
## 191                    105.9 105.9350 49.68821 46.14604 36.11825 27.04225
## 192                    108.6 108.6410 51.94700 55.05717 31.32022 28.22736
## 193                    103.4 103.3690 50.53405 49.68711 34.33476 22.77778
## 194                    105.1 105.0660 51.55192 51.02041 35.06711 30.29440
## 195                    105.3 105.2760 49.18605 49.48980 32.35294 30.91787
## 196                    104.3 104.2700 49.72633 51.14035 31.58661 27.73852
## 197                    108.8 108.8230 50.21251 50.88634 32.84884 36.29032
## 198                    109.2 109.1560 50.74799 49.36102 36.21399 35.09804
## 199                    105.5 105.4960 49.77564 51.15385 31.34615 32.13898
## 200                    109.6 109.6010 53.37655 53.92245 35.04043 23.93567
## 201                    110.8 110.7820 51.98251 52.37668 34.16667 29.72441
## 202                    108.3 108.2670 54.56897 56.61680 35.01722 26.18817
## 203                    107.7 107.7110 52.34588 52.64188 34.64858 31.11511
## 204                    103.9 103.8630 51.33751 51.11111 34.49367 24.00000
## 205                    104.6 104.5820 49.75897 52.13930 31.32251 29.30884
## 206                    104.3 104.3080 50.50147 51.68539 31.97026 33.43080
## 207                     93.9  93.9184 44.74576 43.86677 31.16883 31.21739
## 208                    104.4 104.3990 51.13342 52.12187 33.12000 30.12959
## 209                    104.5 104.5040 51.05519 51.32890 33.69565 31.41798
## 210                    108.0 107.9730 47.79366 48.33333 31.23939 38.30228
## 211                    104.3 104.2880 51.96645 51.00262 35.91065 22.02020
## 212                    105.3 105.2620 47.71414 47.26962 32.28454 26.48557
## 213                    109.0 108.9890 51.31258 52.31054 32.91367 32.12121
## 214                    103.6 103.5710 48.39531 50.65681 29.79866 33.45102
## 215                    100.4 100.4260 45.14099 46.62212 28.01252 34.27673
## 216                    105.2 105.2230 47.51674 46.91358 32.37082 33.98927
## 217                    103.4 103.3890 49.65035 48.92966 34.00576 27.62614
## 218                    104.6 104.6450 48.94886 47.77184 34.01254 31.76044
## 219                     95.7  95.6706 46.68915 47.82609 28.88350 30.06924
## 220                    103.7 103.7290 49.97034 51.47808 31.91489 24.55621
## 221                     98.6  98.5937 48.87153 48.14443 33.24213 25.75188
## 222                    101.5 101.5440 46.05063 44.46970 32.82443 30.53312
## 223                    111.1 111.0590 56.36111 55.40661 38.61968 27.83920
## 224                    102.6 102.6470 50.61889 53.12500 30.95652 30.87912
## 225                    105.1 105.1240 53.83784 54.44546 35.30962 25.99445
## 226                    105.3 105.3060 51.68675 50.62500 35.42857 32.77723
## 227                    100.3 100.2880 49.52140 47.17286 36.61710 30.38570
## 228                    103.3 103.3090 48.66117 49.07652 32.04969 31.52709
## 229                    101.3 101.3220 48.74541 46.52712 35.16295 33.13725
## 230                    108.3 108.2860 53.72093 55.75540 34.53725 26.15830
## 231                    106.8 106.8050 51.20919 49.67860 36.10619 29.55466
## 232                    109.4 109.4390 55.06135 54.08163 37.69231 22.43590
## 233                    103.9 103.9450 49.80706 50.32318 32.69494 31.02821
## 234                    100.3 100.2910 47.22709 47.41907 31.22807 34.44339
## 235                    103.5 103.5350 48.43366 47.53019 33.05439 32.85421
## 236                    104.6 104.6180 51.80442 51.10643 35.11053 23.76726
## 237                    110.1 110.1290 50.74328 50.29528 34.24284 32.63158
## 238                    100.1 100.0640 48.37523 49.71815 31.18280 19.31244
## 239                    105.9 105.8570 48.24903 45.26398 37.18200 35.64815
## 240                    112.5 112.5420 50.07858 51.71836 31.56425 29.99150
## 241                    111.5 111.5210 50.51308 50.53841 33.63309 29.89510
## 242                    109.2 109.1790 54.57022 56.33673 34.15061 26.10132
## 243                    104.9 104.9250 51.67164 55.43860 31.82927 30.80041
## 244                    101.2 101.1850 49.04363 49.47146 32.32462 26.15830
## 245                    101.1 101.1360 47.86902 47.29412 32.66564 30.00831
## 246                    101.8 101.8130 50.92081 49.12281 35.98673 32.11753
## 247                     96.8  96.7697 46.25229 45.08507 32.24700 27.63533
## 248                    106.9 106.9270 51.14046 49.71751 35.76159 34.48276
## 249                    107.8 107.7870 50.28670 49.39647 34.48276 31.51458
## 250                    104.3 104.2520 50.62500 49.77578 34.46328 32.93173
## 251                    101.9 101.9030 47.89291 47.76346 32.09169 39.11620
## 252                    101.7 101.6700 50.95132 50.14085 34.76454 30.98859
## 253                    105.3 105.2650 49.39792 49.54463 32.78464 28.79342
## 254                    104.4 104.4430 51.34902 52.54970 32.64957 33.77609
## 255                     96.3  96.2576 46.14310 47.44000 28.75696 31.07747
## 256                    101.5 101.4560 50.57432 52.24719 32.03390 24.76636
## 257                     97.4  97.4179 46.10794 45.62951 31.32353 27.01839
## 258                    105.4 105.3820 48.33620 49.61165 30.99579 25.43618
## 259                    110.2 110.1850 53.19797 54.02426 34.99530 27.98635
## 260                    106.1 106.1400 54.15301 54.58846 35.70505 23.69439
## 261                     97.1  97.0866 48.78555 51.49701 29.88338 22.61790
## 262                    106.7 106.7040 51.01163 50.41171 34.50226 31.37584
## 263                    101.6 101.5690 48.97225 49.82847 31.79487 28.84141
## 264                    104.8 104.8140 51.91657 53.11973 32.99320 33.36466
## 265                    106.6 106.5570 50.41819 49.84326 34.37991 32.33743
## 266                    108.6 108.5810 49.67777 50.31334 32.48322 33.70593
## 267                    103.4 103.3980 47.19602 44.18605 35.24962 29.75000
## 268                    102.3 102.3180 49.52301 51.55642 31.16711 27.17391
## 269                    102.4 102.3800 50.14577 49.84488 33.68984 23.91931
## 270                    106.4 106.3740 49.26432 50.24631 31.67883 32.35816
## 271                    101.4 101.4380 49.88318 51.54350 31.41524 30.57199
## 272                    104.7 104.6920 48.01567 46.84385 33.33333 31.26050
## 273                    103.5 103.5280 48.69707 47.13896 34.00810 25.78671
## 274                    107.1 107.1220 51.32858 51.03093 34.55497 26.36555
## 275                    107.9 107.9210 51.76199 51.49834 34.69880 28.87189
## 276                    108.3 108.2840 52.62985 53.88769 33.78151 25.88369
## 277                     94.8  94.7754 46.67294 48.75622 28.74150 34.56670
## 278                    104.3 104.3030 47.25959 45.64460 32.94529 28.25917
## 279                     99.6  99.6008 49.07919 49.28806 32.54190 25.96899
## 280                     98.4  98.4347 47.45042 46.20811 33.12203 30.46661
## 281                    106.3 106.3120 52.39044 52.35023 34.97024 29.69052
## 282                    101.9 101.9280 51.12468 49.07787 36.37931 21.35193
## 283                    101.0 101.0280 44.09136 45.04644 28.25485 36.41221
## 284                     99.5  99.4807 48.14498 50.32140 29.71342 28.84615
## 285                     99.0  98.9900 47.66780 48.80342 30.27211 32.26415
## 286                     89.8  89.7728 45.87989 45.02814 32.24044 28.09365
## 287                     98.6  98.5583 48.18182 48.38188 31.86120 28.84283
## 288                    101.3 101.2580 48.48485 50.22831 31.00775 25.24085
## 289                    101.9 101.8820 50.22409 49.67136 34.02778 23.99635
## 290                    102.9 102.9210 49.82568 49.47064 33.57771 25.54814
## 291                    102.5 102.5000 49.42966 49.88610 32.57143 26.92703
## 292                    102.6 102.6140 50.93486 52.46377 32.26324 26.91903
## 293                    102.4 102.3720 47.62443 48.54995 31.06332 34.67249
## 294                    103.3 103.2830 47.02381 49.34464 28.18898 34.35940
## 295                     95.8  95.7726 46.76282 47.24335 30.51181 30.14403
## 296                     98.0  97.9916 45.69756 46.34921 29.68750 29.86279
## 297                     98.6  98.5721 44.66180 42.39482 32.18589 36.98347
## 298                     97.8  97.7624 47.93616 49.82548 29.80626 28.07018
## 299                    107.3 107.3190 55.23669 53.79443 38.36672 19.41545
## 300                    102.5 102.4720 50.17783 51.13208 32.37640 24.36399
## 301                     99.3  99.3081 48.76791 47.90476 33.38129 26.17080
## 302                    100.6 100.6450 48.70716 50.67358 30.65903 31.18081
## 303                     99.0  98.9555 49.20786 46.97581 35.32423 28.51197
## 304                    102.6 102.5530 50.74627 49.08896 35.10507 24.95345
## 305                    101.4 101.3830 50.17825 50.66530 33.00283 32.45614
## 306                    102.8 102.7540 50.14603 50.67698 32.89086 28.59941
## 307                    104.7 104.7330 48.79899 47.64940 35.47401 34.00211
## 308                    101.5 101.5080 50.33475 50.53038 33.33333 26.13169
## 309                    101.2 101.2410 49.08309 49.65720 32.18232 25.90867
## 310                     95.3  95.2939 50.09282 50.54022 33.07791 22.73603
## 311                    100.2 100.2490 51.56434 52.58883 33.42736 25.35070
## 312                    105.9 105.8510 53.48542 52.57202 36.63366 28.99669
## 313                    102.7 102.6750 47.67687 48.07256 31.17338 32.22707
## 314                    109.3 109.3340 50.42143 46.17143 36.76845 30.56895
## 315                     94.3  94.2697 44.10112 42.62877 31.72269 30.01894
## 316                     97.0  97.0194 45.74932 44.98239 31.33047 25.88134
## 317                    102.0 101.9910 51.59337 50.69860 35.44974 26.87831
## 318                    100.8 100.7500 50.63898 50.83732 33.60768 27.70833
## 319                    103.2 103.1560 53.05457 49.58848 38.51541 23.21244
## 320                     97.0  97.0352 47.29242 46.94444 31.95876 26.28516
## 321                    103.0 102.9650 52.03379 51.75055 34.94152 23.55415
## 322                    102.8 102.7810 51.05003 49.38821 35.41667 26.35897
## 323                    105.5 105.5270 50.11947 49.86425 33.74341 34.57395
## 324                    103.0 102.9860 49.68997 52.10728 30.82192 25.79143
## 325                     98.4  98.3786 46.11268 45.44000 31.80952 33.57934
## 326                     96.0  96.0029 45.01401 47.64353 26.69903 29.99136
## 327                     98.2  98.1713 45.93909 45.47206 31.22677 31.15234
## 328                    103.7 103.7080 49.96578 48.54981 34.43114 22.56637
## 329                    102.2 102.2060 49.44169 47.65306 34.81013 28.97561
## 330                     94.7  94.6543 49.18320 51.12867 31.40097 28.09612
## 331                    104.8 104.7690 49.04126 49.51745 31.55080 34.08203
## 332                    101.8 101.7510 47.71930 45.77735 33.83234 29.49309
## 333                    100.0  99.9799 46.34015 45.81152 31.46067 28.60825
## 334                    100.8 100.8060 50.93656 52.18855 32.98429 18.35507
## 335                     98.2  98.1718 45.83781 46.30872 30.00000 26.99336
## 336                    100.8 100.8210 47.87363 45.38813 35.20871 27.89318
## 337                     96.2  96.1809 45.59628 43.88379 33.26923 31.90559
## 338                     93.6  93.6196 45.42125 46.28975 29.65779 25.80952
## 339                     97.5  97.4868 48.81797 51.37131 30.37634 24.83599
## 340                     98.7  98.7009 49.77169 53.07414 29.41176 25.32957
## 341                    104.6 104.5990 53.66005 53.87978 35.58106 20.24202
## 342                     96.5  96.4789 48.01917 49.07193 31.15220 27.35382
## 343                    100.6 100.6060 48.63968 45.82463 35.70128 22.19731
## 344                     95.0  94.9907 47.15698 45.37713 32.66332 17.79661
## 345                     94.0  94.0259 43.73642 41.53132 31.59923 31.80328
## 346                     99.2  99.1678 47.44009 50.15641 29.64652 28.54686
## 347                    101.1 101.1270 50.15985 46.64634 37.41379 27.93651
## 348                     96.4  96.4496 45.02544 43.11377 32.50000 29.01786
## 349                     96.9  96.9460 45.86957 45.96078 30.44248 31.64557
## 350                     98.4  98.3878 47.18943 48.35076 29.66418 26.09489
## 351                     90.6  90.6471 44.16928 46.05138 27.02206 25.85551
## 352                    100.7 100.6710 50.23838 50.19120 33.54430 24.05941
## 353                     95.1  95.1264 45.32333 45.03250 30.53435 27.67695
## 354                    102.1 102.1490 51.53430 53.23077 32.75109 25.64356
## 355                     94.9  94.9100 47.13631 46.80851 31.74157 27.35426
## 356                     95.2  95.1747 46.89679 49.49109 29.16667 27.21585
## 357                     98.1  98.0998 48.15732 48.59038 31.53595 24.52830
## 358                     94.4  94.4018 45.65657 44.69453 31.52174 27.05167
## 359                     98.0  97.9873 51.16557 48.41998 36.70520 18.32994
## 360                     94.8  94.8255 45.09804 44.32379 30.79057 33.91154
## 361                     88.7  88.6941 43.98353 44.21642 28.99408 26.51515
## 362                     90.2  90.1502 44.40258 43.40309 30.56653 22.58065
## 363                     96.8  96.8030 50.26675 52.57634 30.98592 26.34055
## 364                     79.4  79.3707 42.10165 41.64194 28.76404 22.66112
##       FTRate  BlockPct Experience    ARate    StlRate DFP
## 1   31.68367 10.499577  1.9471600 58.28989 0.10453951  NA
## 2   33.35020 16.584158  2.7942100 55.48589 0.10091113  NA
## 3   28.43137 16.159496  2.6448900 44.94382 0.12694928  NA
## 4   31.94716 12.429379  2.4201200 52.89855 0.11005525  NA
## 5   34.04372 16.498994  2.9275200 60.55156 0.10684665  NA
## 6   40.31083 10.120311  2.9967800 54.20842 0.07981390  NA
## 7   29.72973  8.116883  2.6491000 58.35996 0.09662976  NA
## 8   37.74381 13.412409  1.6128300 61.73121 0.08093525  NA
## 9   30.85714  8.319185  2.9830600 61.86845 0.10666950  NA
## 10  38.47758 10.231317  2.8147100 53.91304 0.13277830  NA
## 11  32.77609 11.867220  2.1482300 50.05359 0.11146602  NA
## 12  33.50489  5.944625  2.5946000 54.63687 0.07696113  NA
## 13  30.57354 15.066079  2.3430100 53.91753 0.13012955  NA
## 14  37.01493 12.170213  2.7337400 57.56303 0.11037492  NA
## 15  46.84874  7.489362  2.6726100 49.02597 0.13381030  NA
## 16  35.85834 11.290323  3.0535300 56.73469 0.09261567  NA
## 17  41.68838 13.918630  2.9751900 47.68461 0.11074223  NA
## 18  28.18414 10.411199  3.0246600 52.25523 0.11256822  NA
## 19  34.62158  5.268109  1.7367500 57.72180 0.09831533  NA
## 20  34.59536  9.139073  1.0791700 51.94532 0.06026945  NA
## 21  24.32432 13.061564  3.6390000 60.89677 0.08927556  NA
## 22  31.42105 10.370370  1.6933800 57.12630 0.09723919  NA
## 23  35.10747  8.057676  3.1753000 52.13004 0.09383371  NA
## 24  30.15228  9.756098  1.9284400 59.78947 0.10356498  NA
## 25  35.60262 12.354086  3.4698200 53.36374 0.12579367  NA
## 26  32.91959 10.503282  2.2324400 60.53241 0.12159838  NA
## 27  26.06589 10.912343  2.0794000 49.51034 0.13155281  NA
## 28  35.92233  9.539208  2.2455800 58.33333 0.07907439  NA
## 29  31.03448  8.190476  2.7405800 53.45838 0.11099923  NA
## 30  31.36095 15.313653  2.6508100 56.76329 0.12498266  NA
## 31  31.64678 14.097744  2.2720500 53.33333 0.13065294  NA
## 32  33.38501 10.072522  2.6842400 54.41176 0.10308772  NA
## 33  34.83412  9.701493  2.2572200 50.74627 0.08259078  NA
## 34  30.61441 17.857143  1.7519000 64.01766 0.08098665  NA
## 35  39.83425 14.716312  1.8621900 47.55662 0.11260478  NA
## 36  28.52564 10.911701  2.6512800 63.29966 0.05389155  NA
## 37  35.82803  9.792028  2.1592300 47.94989 0.09224239  NA
## 38  39.59804  6.785714  2.2918200 52.01381 0.11165085  NA
## 39  34.08324  7.367281  1.1162100 56.50061 0.14265146  NA
## 40  35.53590 15.352697  1.5731000 53.23661 0.10754589  NA
## 41  37.77999 14.273281  2.4775000 51.53846 0.11742807  NA
## 42  37.18372  7.155026  3.5394500 63.91509 0.10988336  NA
## 43  36.58052 11.736717  2.8535700 47.47040 0.09063572  NA
## 44  39.44539  7.200000  2.1316600 56.02484 0.07946127  NA
## 45  31.59912  8.103448  2.3937600 62.75626 0.07747006  NA
## 46  31.31727 10.651974  2.2341900 55.81395 0.10296185  NA
## 47  32.04119 18.549346  1.5289800 50.68493 0.11272121  NA
## 48  33.07045  9.200344  2.2764200 58.43858 0.08382768  NA
## 49  36.65810 10.311958  2.7803700 55.08021 0.11529399  NA
## 50  34.00707 11.369740  2.3752800 50.05599 0.12816675  NA
## 51  38.97137 12.869565  3.1448800 52.05784 0.10631546  NA
## 52  37.63557  9.391125  2.1613000 61.14222 0.12488684  NA
## 53  25.62432 11.582670  2.1429500 56.52174 0.11415498  NA
## 54  23.39889 11.731392  2.1946300 50.90090 0.11090742  NA
## 55  36.00445  9.145129  2.7938600 52.45700 0.10137782  NA
## 56  28.85354  7.763023  2.8859800 49.04988 0.08922341  NA
## 57  28.88325  8.506944  2.1324200 58.47826 0.09311511  NA
## 58  42.96824  8.476518  0.3268410 54.17237 0.14564397  NA
## 59  35.66591 11.836283  2.7635500 50.12077 0.13330393  NA
## 60  37.94643 11.250000  2.4870600 57.80886 0.11358022  NA
## 61  34.19773 12.500000  2.6838400 51.43885 0.10808554  NA
## 62  31.33047  7.759372  1.8907200 61.20907 0.09274495  NA
## 63  36.43203  8.390411  2.5138300 56.85619 0.09142409  NA
## 64  36.69222  8.892482  1.7394200 60.88517 0.09264236  NA
## 65  25.95642 11.048839  1.7955100 59.84174 0.09259749  NA
## 66  34.98385  9.191489  1.7706500 51.76887 0.09524884  NA
## 67  27.63767  9.178744  2.5701200 58.99533 0.10852282  NA
## 68  37.00947  8.361970  2.8655400 45.83333 0.12229819  NA
## 69  36.27546 11.044328  2.2090000 52.34286 0.10592274  NA
## 70  43.28530  7.833333  1.8920600 54.65587 0.08403410  NA
## 71  35.89325 12.116041  2.0454900 51.24378 0.07601874  NA
## 72  36.13917 12.676056  2.1386500 45.82278 0.10588222  NA
## 73  37.90925 10.324484  2.9400300 59.41846 0.10614921  NA
## 74  31.82674 12.068966  1.6989200 54.19355 0.08340400  NA
## 75  36.97257 10.191638  2.0365700 66.39053 0.09185000  NA
## 76  36.20423 10.245902  1.5692900 47.74566 0.09934762  NA
## 77  37.26674  6.904232  2.8812800 55.54217 0.06011462  NA
## 78  32.60870 14.071856  2.2284300 56.91057 0.09162289  NA
## 79  37.31092 12.434692  2.9246100 58.81657 0.09506254  NA
## 80  36.34397 11.111111  1.3208400 58.37379 0.10278153  NA
## 81  42.40196 10.673575  2.8197000 51.14710 0.11001860  NA
## 82  29.65446  9.607352  1.3937900 54.10226 0.10361288  NA
## 83  31.37039  7.749382  2.6803500 54.42890 0.09901735  NA
## 84  37.62859  7.191781  2.3714300 44.94505 0.08708592  NA
## 85  38.91538  8.565737  1.4504800 55.21092 0.09505282  NA
## 86  33.54667 10.658915  1.9217500 49.87179 0.11277149  NA
## 87  25.75286 11.090909  1.7779900 53.55893 0.11627974  NA
## 88  32.46684 11.714507  2.0964100 48.80668 0.10090178  NA
## 89  31.45072 12.851064  3.1878500 61.18090 0.09275446  NA
## 90  39.39064 14.100186  1.3404400 50.00000 0.10766683  NA
## 91  34.20802 11.622465  2.0608600 51.01810 0.10211439  NA
## 92  35.81599 11.450382  2.1155900 49.56413 0.09912065  NA
## 93  31.16490 10.158201  1.9040000 55.25114 0.08306025  NA
## 94  31.76284  5.110132  2.0488000 44.18331 0.08308545  NA
## 95  32.41455 11.152416  2.0010300 52.84738 0.09205724  NA
## 96  43.42541 12.852405  2.6119500 52.65700 0.12776869  NA
## 97  29.56901  9.151973  1.8971400 51.17720 0.07426523  NA
## 98  37.78409 12.785388  1.0862700 55.64304 0.13661845  NA
## 99  26.79378  9.747899  1.3951300 58.72340 0.10329473  NA
## 100 41.63488  8.582449  2.8394000 51.72855 0.12536115  NA
## 101 35.20958  9.036743  1.7599600 52.51534 0.08825886  NA
## 102 30.87248 11.254019  1.3068500 42.62500 0.11237701  NA
## 103 26.38889 11.310085  1.5159100 63.59946 0.08924666  NA
## 104 29.81839  7.502131  2.9495900 57.03704 0.08853256  NA
## 105 37.80422 10.581506  2.6442700 54.38596 0.09652206  NA
## 106 35.79176 10.850801  1.8318600 56.07477 0.10446068  NA
## 107 34.50088 10.054348  2.4951300 50.78740 0.09022321  NA
## 108 31.47208  8.560677  1.7210600 60.84408 0.10074911  NA
## 109 30.84627  9.635173  1.8663500 42.43421 0.10793171  NA
## 110 31.52442 10.734463  1.7430400 53.36898 0.09466585  NA
## 111 32.01581 13.567362  2.4815000 60.51661 0.09123624  NA
## 112 41.61782 14.152542  0.7771720 57.89474 0.09322049  NA
## 113 38.86114  9.334353  2.3149400 41.16945 0.09019703  NA
## 114 40.81519  8.741259  1.6487100 55.76679 0.13039296  NA
## 115 33.16035 11.338583  2.0018500 56.62921 0.08483799  NA
## 116 29.26829 11.041009  1.9144200 55.87558 0.13410327  NA
## 117 33.14664  6.769984  2.4756600 49.94426 0.06939132  NA
## 118 27.41433  9.353079  2.1685200 60.23256 0.08859795  NA
## 119 31.75246  9.823183  1.6302000 42.60985 0.07113622  NA
## 120 32.31511 10.891089  2.5048000 45.84838 0.08893292  NA
## 121 31.05691  8.823529  2.1177300 54.99398 0.08544803  NA
## 122 33.58824 11.269615  0.6873630 56.00540 0.13483518  NA
## 123 33.44595  5.679862  2.1293200 52.51397 0.08468155  NA
## 124 32.40983 12.988048  1.6845900 59.31842 0.08903329  NA
## 125 35.00000 11.047070  1.2118000 57.52089 0.08598165  NA
## 126 32.25806 10.146174  2.4591500 51.57068 0.09766579  NA
## 127 33.96968  9.255725  1.3295300 52.06897 0.09732642  NA
## 128 26.05383  9.124088  1.3906200 60.08772 0.09962144  NA
## 129 38.79310 11.819021  1.2049600 50.47490 0.08900548  NA
## 130 30.01126 12.571429  2.1943400 54.68956 0.10414375  NA
## 131 34.45230  6.847826  1.7243000 45.56041 0.08554542  NA
## 132 28.48606  7.903056  1.4171200 61.26856 0.08471644  NA
## 133 32.62454  4.805077  1.4857100 55.17241 0.05294911  NA
## 134 31.18586  7.346491  0.7702490 49.02200 0.06304215  NA
## 135 35.18325 11.681856  2.8738800 44.64075 0.09605296  NA
## 136 30.01066 10.102041  2.1560200 46.08696 0.10925198  NA
## 137 35.44521  9.147425  1.2339400 64.60746 0.09254043  NA
## 138 38.42593 11.850649  1.4446600 60.71019 0.09186487  NA
## 139 30.67346  5.478088  1.9064800 54.25150 0.08715007  NA
## 140 33.20023 10.602911  1.9904000 50.73041 0.11651202  NA
## 141 41.23007  7.854730  2.8627300 48.86515 0.09437213  NA
## 142 38.01792  9.306743  2.0936900 49.45718 0.10579930  NA
## 143 29.83092  8.658009  2.1025700 48.45506 0.08914155  NA
## 144 42.29391  9.730849  2.0793800 51.31579 0.11901675  NA
## 145 35.13832 13.239719  0.8746820 56.60622 0.10867828  NA
## 146 29.15980  6.612319  1.9074200 56.86513 0.08196335  NA
## 147 28.71287  6.333631  1.2420300 47.66585 0.07634254  NA
## 148 29.68397  8.413672  2.5674600 58.29208 0.09113651  NA
## 149 41.07764  8.718861  2.2817000 51.43930 0.08124514  NA
## 150 30.78451 15.003990  2.6235000 49.06284 0.08872832  NA
## 151 41.25075  8.768473  1.0136100 44.27995 0.07920841  NA
## 152 28.71126 10.166359  1.2757300 55.73581 0.10775579  NA
## 153 28.40083  9.665428  2.1729400 41.41791 0.09550626  NA
## 154 34.61538  6.260434  2.1134600 58.67288 0.09038259  NA
## 155 29.04125 10.420168  2.5598400 50.63939 0.08157684  NA
## 156 36.35875  7.312253  1.7879900 49.53704 0.08461730  NA
## 157 36.20072  8.078231  2.5918200 49.33815 0.08951422  NA
## 158 36.95015  8.919203  1.5096800 51.02319 0.13834492  NA
## 159 36.71783 10.124164  1.3692500 51.36139 0.10462032  NA
## 160 32.10811  8.059701  1.7603000 44.08322 0.10665694  NA
## 161 30.82115  5.794393  1.0440600 51.46497 0.08134024  NA
## 162 30.44227  8.423913  2.3446600 45.78313 0.09087332  NA
## 163 47.69897  8.691983  2.6611100 43.81503 0.10408625  NA
## 164 31.48866  7.592892  1.8476400 50.83014 0.08782827  NA
## 165 28.98469 14.742968  1.2040500 56.57534 0.10442679  NA
## 166 29.06784  7.410882  1.9095800 47.55662 0.11384466  NA
## 167 29.71279  6.880000  2.1019900 45.59902 0.09706793  NA
## 168 31.04046 14.103924  1.8214600 52.29961 0.12109032  NA
## 169 35.15074  8.817829  2.2299100 51.50150 0.08552468  NA
## 170 34.83146 14.442568  2.3107700 53.31695 0.08998298  NA
## 171 45.19868  9.219269  2.3131300 40.84682 0.08781159  NA
## 172 23.06843  7.530120  2.1720100 50.70423 0.08352885  NA
## 173 33.13154 10.154125  1.9660300 42.80053 0.10561760  NA
## 174 35.11269  8.274021  1.9508200 56.01604 0.08973363  NA
## 175 36.33050  8.126858  1.3450900 49.44290 0.08496177  NA
## 176 35.23759 11.614005  2.6449500 49.75124 0.11047906  NA
## 177 31.66754  8.691835  1.2718000 51.08434 0.09854475  NA
## 178 25.30864  6.101695  1.6164700 55.81062 0.10089777  NA
## 179 28.23661 13.187856  1.5649000 50.25445 0.11306152  NA
## 180 26.84310  5.384615  0.8689010 52.88066 0.10384981  NA
## 181 38.08675  8.775510  2.1329000 48.89163 0.09380391  NA
## 182 31.52954 10.476190  1.7262900 45.33844 0.07602912  NA
## 183 25.91499 12.142152  1.6310000 50.44473 0.11195482  NA
## 184 25.98958  9.481216  1.4518300 46.98647 0.11965214  NA
## 185 31.87251  8.968254  2.1242800 52.00501 0.09168036  NA
## 186 30.40142  8.229665  1.7930100 48.22888 0.06502463  NA
## 187 24.16984 11.943987  0.7172050 48.39094 0.07479907  NA
## 188 24.44922 10.598291  1.2864800 49.68234 0.14556870  NA
## 189 43.28879  8.538732  1.8488600 50.89655 0.07142423  NA
## 190 43.76499  9.844055  1.3272400 56.53897 0.12662740  NA
## 191 29.02494  9.731877  2.4307200 48.09783 0.12560102  NA
## 192 26.39264  9.610154  2.4356900 46.99647 0.09371450  NA
## 193 30.50734  8.032129  1.5828100 57.92779 0.06838367  NA
## 194 34.19865  8.516484  1.4412600 52.41038 0.08738394  NA
## 195 34.70930  7.075963  2.1441700 46.17414 0.10039617  NA
## 196 34.92063  9.515571  2.0649700 53.87500 0.11411288  NA
## 197 38.79781 11.820782  1.1861300 48.45938 0.07771330  NA
## 198 36.01841 11.232877  1.8965800 52.64484 0.10040332  NA
## 199 35.83333  7.972665  1.5500000 48.92086 0.10350537  NA
## 200 33.54943  7.171636  1.8382800 49.41725 0.09979359  NA
## 201 34.40233 11.507937  2.1974300 45.62738 0.10107550  NA
## 202 35.86207  5.395683  1.1135600 57.84191 0.08951815  NA
## 203 33.71522 13.867356  1.7540700 59.82906 0.08631624  NA
## 204 28.85600  9.219858  0.9123420 48.17150 0.11114571  NA
## 205 36.42207 13.228346  1.8761700 51.38539 0.09744053  NA
## 206 34.27729 13.741224  0.9804490 48.57143 0.10670808  NA
## 207 32.88136 11.933702  1.7379600 50.70621 0.12411020  NA
## 208 27.97927 14.024390  1.7131500 54.08163 0.08445292  NA
## 209 28.03030 12.625418  1.5870500 49.70060 0.11263279  NA
## 210 34.36917 12.189860  0.6741250 47.85820 0.08627066  NA
## 211 27.93522 10.083256  2.2487900 55.66751 0.13189797  NA
## 212 33.57856  9.707904  1.4003200 45.18987 0.08528204  NA
## 213 45.42125  6.538049  1.7831500 49.79973 0.10695122  NA
## 214 31.12583 12.356792  1.7879200 52.44338 0.11424896  NA
## 215 34.03827 13.035714  1.3066500 48.20322 0.10720914  NA
## 216 30.24554  8.600000  1.8268100 42.14765 0.10572687  NA
## 217 31.61838  7.294118  1.1889000 59.47489 0.08625543  NA
## 218 33.06818 11.531191  1.5323400 51.39442 0.09256182  NA
## 219 37.15512  8.366534  1.3412300 51.56695 0.14201097  NA
## 220 29.65599  8.516746  1.6224600 53.97260 0.09783877  NA
## 221 25.34722 11.730205  1.4001300 55.60166 0.08830294  NA
## 222 31.39241 10.249554  1.8857600 45.13716 0.10193076  NA
## 223 27.05556  7.901444  1.9961800 52.32163 0.08091769  NA
## 224 39.93485  5.980651  1.5778800 49.41860 0.05216724  NA
## 225 36.70270  9.233449  1.7428800 51.97216 0.09412422  NA
## 226 36.98795  7.841410  1.7331700 53.40599 0.08154691  NA
## 227 28.99775 16.769547  1.1468300 52.62484 0.13053338  NA
## 228 32.85273  8.339829  1.8765300 52.08333 0.10590788  NA
## 229 32.19094 12.315271  0.8061720 53.31412 0.10199811  NA
## 230 35.58140  4.821601  1.7696700 61.99741 0.09769960  NA
## 231 31.25756  8.510638  1.7141400 47.38255 0.09415926  NA
## 232 30.01022  7.002188  1.1061300 50.75269 0.08981690  NA
## 233 31.25689  9.271523  1.8997600 54.20918 0.10879118  NA
## 234 38.12026 11.949686  0.6888580 49.16667 0.13020069  NA
## 235 30.89681  9.872611  1.3811200 48.05970 0.09401446  NA
## 236 29.45285  5.287147  2.5400400 52.05298 0.09756569  NA
## 237 30.93196  7.019231  0.8498870 56.56168 0.09214282  NA
## 238 29.67505  7.218935  2.1847700 51.70877 0.09120562  NA
## 239 34.51918  8.640674  1.3961300 38.03364 0.09767835  NA
## 240 45.41645  7.816483  1.8394900 38.31554 0.09734631  NA
## 241 35.45408  6.862745  1.8697900 45.56678 0.07439359  NA
## 242 31.59806 10.041841  2.5169200 52.36318 0.08239894  NA
## 243 22.74627  6.778087  1.7484700 57.00680 0.10469628  NA
## 244 29.76689 12.428843  2.4086100 49.64438 0.07971947  NA
## 245 37.73389  9.425878  1.4718200 49.44785 0.10190326  NA
## 246 34.25414  8.359457  1.1932000 49.93065 0.10717386  NA
## 247 38.33029 10.146341  1.5970700 47.51880 0.11326763  NA
## 248 27.49100  9.589041  1.8483600 46.10215 0.09803337  NA
## 249 29.64450  3.645320  2.2132300 52.36220 0.08219354  NA
## 250 26.50000 10.691824  1.2594300 50.34884 0.11042250  NA
## 251 28.01190  9.462151  0.7940440 56.32319 0.14009818  NA
## 252 31.33744  7.921715  1.4134700 60.00000 0.08696593  NA
## 253 37.27422 13.294314  0.4199600 48.27586 0.09965360  NA
## 254 41.38921  9.544282  0.9575610 47.30914 0.09682244  NA
## 255 35.99776 13.155386  1.2291300 47.59358 0.12704528  NA
## 256 24.39189  7.843137  1.3006600 54.43425 0.11088645  NA
## 257 36.37779  8.743633  0.4203920 43.98977 0.10405581  NA
## 258 42.74240  6.138107  1.8078000 51.91257 0.07689918  NA
## 259 24.82234  7.016248  1.5285900 53.59629 0.08432506  NA
## 260 22.56831  6.868867  1.2720500 52.40328 0.09537656  NA
## 261 31.10190 13.946281  1.2463700 52.56588 0.09019329  NA
## 262 26.35306  8.370837  1.2378700 61.68224 0.10373490  NA
## 263 29.80473  7.961165  1.5508400 46.44150 0.10689530  NA
## 264 36.24577  8.759757  1.7578300 39.44175 0.07403788  NA
## 265 33.76895  7.907743  1.7425000 43.85965 0.07124933  NA
## 266 33.56606  7.149577  1.0518800 45.14925 0.07581860  NA
## 267 36.74004 12.738302  1.6998300 49.61735 0.08680362  NA
## 268 34.17508  6.801619  2.6744300 54.11765 0.08764128  NA
## 269 32.24490  7.423581  1.9168300 61.44414 0.06463187  NA
## 270 29.47977  6.480648  2.2995400 45.71773 0.11705247  NA
## 271 22.37150  9.716981  1.1845700 55.77689 0.08876802  NA
## 272 33.83812  8.007449  1.2171400 52.80899 0.09632779  NA
## 273 28.93594  7.460036  0.9359650 49.54604 0.09756388  NA
## 274 44.45885  6.120434  2.3820300 51.37085 0.06693519  NA
## 275 33.62218  7.899628  0.7237510 48.67021 0.08234020  NA
## 276 29.45431  5.823068  2.0875800 60.14286 0.10254830  NA
## 277 32.26616 11.155378  1.6920200 51.44158 0.11618322  NA
## 278 30.29397  8.302920  1.6199300 44.98141 0.10881173  NA
## 279 30.50952  9.322779  0.8333420 46.41288 0.11716868  NA
## 280 28.89518  9.990301  1.7421900 51.70532 0.11717038  NA
## 281 33.01081  9.479554  1.8003600 46.82441 0.10084250  NA
## 282 31.49100  5.736894  1.6044200 51.30435 0.08529349  NA
## 283 30.93347  9.046455  1.4065700 43.63868 0.08265495  NA
## 284 32.81963  7.929104  1.3388600 49.66443 0.08250436  NA
## 285 27.58817 10.995851  1.0619200 44.19226 0.11567506  NA
## 286 41.48045 11.757720  0.4801490 46.32107 0.13189548  NA
## 287 35.88235  9.742351  1.5987600 52.87500 0.09572917  NA
## 288 37.45455  8.414239  0.7389340 48.38235 0.10927962  NA
## 289 30.53221  9.930314  1.1191800 59.43152 0.08389134  NA
## 290 34.45671  9.162562  1.2660900 43.60700 0.09966500  NA
## 291 28.89734  4.658077  1.5127500 55.70571 0.07269945  NA
## 292 31.06152  8.806262  0.3026390 52.55376 0.10967258  NA
## 293 34.38914  8.361582  0.2946190 51.12360 0.11434688  NA
## 294 30.95238  6.672932  1.2307200 45.29915 0.09772953  NA
## 295 36.15385  8.988764  1.0856100 48.31288 0.06682480  NA
## 296 30.49898 10.125448  0.5354400 45.77554 0.10231460  NA
## 297 34.68170 10.572687  1.1798900 45.34483 0.09623735  NA
## 298 33.79196 11.168385  1.8883200 56.93904 0.09379034  NA
## 299 31.59763  5.906822  1.7209400 50.43263 0.09849744  NA
## 300 34.73622  6.945863  1.7004600 42.68456 0.09672226  NA
## 301 33.63897  8.533554  1.6544500 51.56463 0.09329145  NA
## 302 43.89657  6.133540  2.2527600 47.51067 0.06591635  NA
## 303 35.48796  8.255159  1.6169100 49.33135 0.08072300  NA
## 304 28.87486  6.408228  0.9169100 59.29919 0.09219760  NA
## 305 30.71895  8.341811  1.3601400 48.76374 0.08975542  NA
## 306 29.26402  7.918969  1.2451600 54.75234 0.10255836  NA
## 307 36.34640  6.392694  1.6332200 44.81793 0.11380865  NA
## 308 31.64942  7.676349  0.9122390 43.52617 0.09313561  NA
## 309 32.14900  6.914434  0.9916870 53.51351 0.09706359  NA
## 310 35.39604  8.028546  1.7898500 62.94118 0.08679754  NA
## 311 23.84888  6.726014  0.6447690 50.33113 0.09077193  NA
## 312 35.67807  7.420814  1.8023500 57.02592 0.07906028  NA
## 313 29.61985  9.115282  1.6955400 50.61425 0.08219083  NA
## 314 34.13606  5.948718  0.2551600 53.24675 0.09061556  NA
## 315 32.95880  8.104887  1.0530500 45.95880 0.12366803  NA
## 316 29.75477  8.462238  2.0020400 45.20548 0.10610514  NA
## 317 33.65201  8.244423  1.8601100 51.62200 0.06459013  NA
## 318 36.67732  8.286778  0.7611220 52.38806 0.07303314  NA
## 319 22.18268  7.866184  1.1365200 48.21664 0.06467989  NA
## 320 35.07822  9.805654  0.8934030 48.48485 0.10064902  NA
## 321 30.35044  6.457926  1.2521800 51.40449 0.09302326  NA
## 322 31.43916  6.914894  1.1553700 60.37196 0.09081857  NA
## 323 39.78495  5.737705  1.4703900 54.64334 0.10388459  NA
## 324 25.76099  6.096362  1.7192300 50.19506 0.09047693  NA
## 325 30.36620  8.481675  0.9470450 43.53741 0.09988363  NA
## 326 35.96639 10.045249  0.9620450 42.30236 0.10882822  NA
## 327 37.56345  6.384977  1.6230700 48.12500 0.08097755  NA
## 328 34.97604  7.103825  1.6909700 39.83740 0.06797514  NA
## 329 34.42928  4.328224  0.7208960 49.19942 0.04809868  NA
## 330 28.00467 10.595447  0.7187810 61.57083 0.12320596  NA
## 331 35.67693 11.082251  1.4049200 43.69427 0.08359046  NA
## 332 31.63743  5.998033  1.9316500 48.79090 0.07594399  NA
## 333 25.40366  8.386509  1.7632100 51.00134 0.09908767  NA
## 334 37.03927  5.422222  1.1786500 59.27476 0.07163332  NA
## 335 31.20301  8.233276  0.9907430 44.35591 0.08771162  NA
## 336 30.68044  7.088123  1.0809100 43.41534 0.09517036  NA
## 337 28.93873  8.012487  0.9889720 43.90897 0.08406222  NA
## 338 27.04518  8.995816  0.5639280 48.80383 0.06841696  NA
## 339 32.74232  8.717949  0.7096710 52.87518 0.08790001  NA
## 340 30.36530  6.445498  0.0127775 47.87645 0.10129491  NA
## 341 26.48883  5.632184  1.3255700 52.36167 0.09263442  NA
## 342 31.30990  9.386282  0.7958250 53.27103 0.08609715  NA
## 343 30.92236  6.022727  0.7458730 57.48031 0.10108323  NA
## 344 31.58220  9.523810  1.1487000 52.13270 0.07899421  NA
## 345 29.32657  5.138889  1.8991600 54.78927 0.09537853  NA
## 346 28.81264  8.057395  0.6764010 56.14035 0.10372438  NA
## 347 27.23785  9.217877  1.2833300 38.31361 0.08208139  NA
## 348 31.14754  6.916996  1.6735900 51.50215 0.10075138  NA
## 349 33.85870  7.099036  0.6061740 50.13193 0.10398514  NA
## 350 28.83642  9.251559  0.0000000 51.05263 0.09960894  NA
## 351 39.18495  6.079665  0.9418470 41.52139 0.07110251  NA
## 352 33.07509  7.685512  0.8458300 45.45455 0.07198949  NA
## 353 27.36721  9.154930  0.6525860 41.89781 0.06952635  NA
## 354 37.72563  5.809524  1.0162200 54.30108 0.09468968  NA
## 355 26.40321  6.616257  0.5057070 46.33803 0.08377983  NA
## 356 32.77545  5.697674  0.2852800 52.24913 0.08285172  NA
## 357 33.77338  8.292282  1.1489500 47.49679 0.11247057  NA
## 358 35.62290  5.741127  0.6322360 46.36210 0.07743689  NA
## 359 23.31142  7.170172  1.1962000 47.73663 0.09307198  NA
## 360 38.58131 10.742188  0.8640710 53.35320 0.10945591  NA
## 361 36.41545  5.353535  0.8219450 50.40258 0.11314360  NA
## 362 26.80301 10.187668  0.7945000 48.51904 0.10565359  NA
## 363 32.83936  6.269270  0.6584230 52.20294 0.09604641  NA
## 364 30.28846  4.734300  1.0210600 41.71220 0.08655187  NA
##     Avg.Possession.Length..Defense.    FTPct EffectiveHeight    OffFT Def2PtFG
## 1                              19.1 78.42190            2.08 17.78021 50.02447
## 2                              17.7 74.50683            0.82 18.17172 51.18994
## 3                              18.8 73.68421           -0.58 16.56467 43.13929
## 4                              17.7 71.36294            1.40 17.17023 51.29841
## 5                              18.6 73.35474            1.24 19.08939 46.38554
## 6                              16.5 71.80723            2.38 20.37607 53.11653
## 7                              18.0 76.43098           -0.28 17.00375 53.27354
## 8                              17.5 78.07263            1.73 22.31537 50.04669
## 9                              18.4 80.09259            0.70 18.15320 50.30461
## 10                             18.0 75.74526            1.22 21.07843 47.55120
## 11                             18.0 75.27048            0.72 18.62333 53.70892
## 12                             17.4 82.79570            1.39 20.26316 49.65695
## 13                             18.3 68.98638            0.32 17.57903 47.37810
## 14                             17.7 78.49462            0.36 21.51013 46.50774
## 15                             17.6 72.53363            1.45 23.21493 49.24087
## 16                             16.8 73.79973            1.38 19.11190 49.18288
## 17                             18.3 69.50000           -0.46 23.38099 39.92640
## 18                             19.1 76.58802            1.53 16.75268 52.05353
## 19                             17.6 73.02326            0.52 18.32685 51.15090
## 20                             16.5 75.92339            1.82 20.06508 56.53940
## 21                             18.0 71.11111            1.87 13.99602 48.46894
## 22                             17.4 69.51424            1.31 17.67462 56.72098
## 23                             17.7 74.78134            1.00 19.65517 50.04405
## 24                             18.1 70.53872            0.41 15.68114 44.97649
## 25                             17.7 73.79603           -0.68 20.45544 44.78243
## 26                             18.2 70.32787            1.18 17.93478 44.50785
## 27                             18.9 72.30483            0.75 15.33307 50.75155
## 28                             18.1 72.07207            3.21 19.04006 49.89078
## 29                             18.1 74.57912           -0.69 18.33609 46.92687
## 30                             18.7 74.78559            1.32 18.25031 49.56298
## 31                             17.7 69.98492            0.30 17.62918 43.56355
## 32                             17.9 76.31579            1.75 19.60239 52.96882
## 33                             17.7 73.74150           -0.21 19.16549 50.22866
## 34                             18.0 79.06574            0.66 17.89350 48.19599
## 35                             17.4 71.70596            1.65 21.38131 48.60234
## 36                             17.7 73.97004            2.93 15.85072 55.65294
## 37                             17.2 74.81481           -0.54 20.02379 49.38377
## 38                             17.6 79.42387            0.20 22.25211 49.79757
## 39                             18.4 74.75248           -1.28 18.72675 43.79487
## 40                             17.3 73.35286            2.20 19.81804 49.82964
## 41                             17.9 68.37945            1.40 20.28136 48.91832
## 42                             18.0 79.43787            0.49 21.50581 52.29277
## 43                             17.9 74.86413            0.53 20.65992 48.77850
## 44                             17.9 78.04878           -0.05 22.76151 52.08333
## 45                             18.3 77.81629           -0.47 18.03937 49.70787
## 46                             18.1 73.32242            0.98 18.74477 47.15162
## 47                             18.4 66.72968            1.79 17.42349 40.75269
## 48                             17.6 70.58824            1.67 18.58518 50.75922
## 49                             18.3 72.08976            2.20 19.46232 46.01619
## 50                             17.7 74.73997           -1.18 19.74097 48.05683
## 51                             17.6 71.02041           -0.03 20.36676 47.75737
## 52                             19.0 70.17291            0.31 19.08307 45.21277
## 53                             17.8 72.03390            0.20 15.58918 51.59113
## 54                             18.1 66.81034            1.39 13.31615 54.67958
## 55                             17.6 74.80680            1.15 20.71031 45.06419
## 56                             18.0 80.03802            0.27 17.38951 44.18500
## 57                             17.6 72.75923            1.41 15.91696 51.13685
## 58                             18.1 70.73906           -1.33 22.01878 51.18790
## 59                             18.6 70.72785           -0.79 19.14347 42.67740
## 60                             17.6 75.58824            0.96 20.96248 50.57269
## 61                             18.3 78.19905            1.88 20.38715 46.93427
## 62                             17.3 65.16634           -0.78 14.95957 56.70103
## 63                             17.3 74.63127           -0.39 19.94482 50.90325
## 64                             16.8 80.59701            0.73 22.15839 50.09416
## 65                             17.8 70.52239            0.39 13.88685 53.38403
## 66                             16.8 71.69231            0.71 19.12187 55.11031
## 67                             17.7 69.08752            1.12 15.87505 53.98346
## 68                             18.3 77.69653            0.53 21.57360 47.70115
## 69                             17.4 77.67380            1.82 22.20099 52.49622
## 70                             17.5 71.50466            0.62 24.04837 53.63080
## 71                             16.9 72.38240            1.29 20.16061 49.20311
## 72                             17.3 75.62112            0.62 21.68299 44.00551
## 73                             18.1 75.45455            0.87 21.37339 48.28532
## 74                             17.1 73.96450           -0.67 17.69703 40.98093
## 75                             17.7 63.90870            2.18 18.59693 47.09957
## 76                             17.7 71.79487            1.26 20.44625 51.97421
## 77                             17.0 74.22680            1.77 20.68117 56.32184
## 78                             17.8 74.28571            0.59 18.73499 53.74059
## 79                             18.6 70.27027            1.51 19.61442 42.17082
## 80                             17.5 75.44643            1.40 21.32941 47.81893
## 81                             18.4 70.80925            0.47 22.53910 43.66412
## 82                             17.5 78.78261            2.43 18.80448 52.29712
## 83                             17.9 79.64912            0.56 18.26227 55.81181
## 84                             18.0 76.40288            0.67 20.30593 50.59814
## 85                             18.3 78.86677            0.83 21.94291 47.24556
## 86                             18.4 64.70588            0.56 18.82516 50.11369
## 87                             18.3 70.56452            1.48 15.26385 48.41054
## 88                             17.3 71.40523            0.37 18.49344 52.73885
## 89                             17.9 66.37324            1.11 17.30946 51.81533
## 90                             18.0 71.68508            2.14 21.77927 45.53687
## 91                             17.3 73.08229           -0.46 20.23947 50.75269
## 92                             18.3 71.71254            0.63 20.52516 47.06406
## 93                             17.3 68.60841            0.85 17.51342 46.94561
## 94                             17.5 74.00000            1.01 18.52315 50.83612
## 95                             18.6 75.68027            1.21 17.76447 44.38642
## 96                             17.2 73.15522            0.58 23.73091 52.16581
## 97                             18.0 68.63469           -0.08 16.29435 50.34483
## 98                             17.6 72.63158           -0.08 21.50490 49.46237
## 99                             17.1 74.71910           -2.71 15.28150 51.21019
## 100                            17.0 72.25131           -0.08 23.76238 46.24183
## 101                            18.8 69.04762            0.37 17.97255 47.90076
## 102                            18.4 73.55072            0.80 18.43778 45.38056
## 103                            18.6 75.28604            1.38 15.87072 50.25737
## 104                            18.0 69.35167            0.18 15.50967 50.56332
## 105                            17.6 75.25036            0.52 21.40822 47.25324
## 106                            17.6 73.33333           -0.86 20.20877 33.91971
## 107                            17.4 69.03553            0.53 19.04762 51.64690
## 108                            18.0 76.88172           -0.02 17.64706 46.76354
## 109                            17.5 69.96753           -0.76 17.26071 48.65816
## 110                            17.3 75.74335            0.35 18.91364 53.26633
## 111                            18.0 66.49030            0.01 16.63725 47.06977
## 112                            17.8 69.15493            0.53 22.10716 52.40432
## 113                            17.3 74.55013            0.07 23.25581 52.95975
## 114                            18.0 70.17784            0.68 22.03608 51.56250
## 115                            18.0 70.10955            1.36 17.92717 48.64421
## 116                            17.6 72.10145           -0.38 16.18544 44.59930
## 117                            16.4 70.50691            0.68 18.62825 51.20811
## 118                            16.9 70.64394           -0.05 15.52873 53.73622
## 119                            17.3 76.13843            0.48 19.60600 46.39076
## 120                            17.8 67.82753            0.38 17.74403 52.95424
## 121                            17.6 66.84119           -0.98 16.30481 43.60902
## 122                            19.0 70.92820           -1.73 18.98734 33.50305
## 123                            18.0 72.89562           -0.48 17.53036 52.30235
## 124                            17.6 69.83871            1.50 16.64744 50.42537
## 125                            17.7 75.04521           -0.13 20.00964 50.52213
## 126                            18.6 72.58621           -0.21 19.50880 54.05405
## 127                            17.3 77.68595           -1.03 18.58442 46.31043
## 128                            17.8 71.34503            0.70 14.49505 48.63766
## 129                            17.7 73.18519           -0.42 22.35294 46.93694
## 130                            18.1 64.54034           -0.08 16.23407 47.86730
## 131                            17.7 67.69231            0.08 20.16293 46.02768
## 132                            18.1 75.75758           -0.56 15.62500 50.81466
## 133                            17.2 78.95717           -0.06 18.11192 51.33787
## 134                            17.2 75.31993            0.67 17.97557 43.82177
## 135                            17.7 72.61905           -0.28 20.76596 51.80723
## 136                            17.5 75.48845           -1.00 18.88050 45.59585
## 137                            17.6 69.56522            1.28 18.70130 50.38654
## 138                            16.9 72.02142           -0.46 21.23125 52.38908
## 139                            17.5 74.72325           -0.85 16.98113 46.25323
## 140                            18.2 66.49485           -0.51 18.02515 47.25655
## 141                            17.4 72.23757           -1.06 23.16209 55.50111
## 142                            18.1 68.18851            0.07 20.13043 50.55147
## 143                            18.0 73.68421           -0.67 17.82566 46.13019
## 144                            17.4 71.32768           -0.05 24.47891 50.76392
## 145                            18.1 75.54439            0.03 20.30617 45.30075
## 146                            18.4 74.95292            0.50 17.26681 50.19676
## 147                            17.2 76.76951            1.07 18.20921 49.16773
## 148                            17.6 77.18631            0.96 17.33561 51.95858
## 149                            17.5 69.25247            0.61 21.21867 50.46563
## 150                            16.8 71.61290            0.54 17.80273 51.24678
## 151                            17.5 76.09329            0.32 23.48178 45.43389
## 152                            17.4 72.53788            0.40 15.87236 49.36095
## 153                            18.3 68.19013           -0.21 16.80180 50.29995
## 154                            17.5 71.08067            0.92 19.02240 52.07101
## 155                            18.2 72.16891            1.78 17.24771 52.19338
## 156                            17.3 73.26440            0.01 19.93569 44.50843
## 157                            17.9 74.58746           -1.66 19.32450 53.99568
## 158                            17.7 71.74603           -0.82 21.19081 47.64107
## 159                            17.7 62.21865            0.07 17.79310 48.21683
## 160                            17.4 72.22222           -0.11 19.50000 43.56347
## 161                            17.7 71.35036            0.21 17.66832 49.97864
## 162                            17.8 76.41509            0.40 18.67220 51.21495
## 163                            16.9 66.17480           -0.85 22.84483 48.48485
## 164                            17.0 73.46221           -0.69 18.61915 56.63417
## 165                            17.9 69.86301            0.87 17.64706 49.17870
## 166                            17.4 75.14231           -0.48 16.63167 52.33727
## 167                            17.9 75.74692           -0.15 18.90351 56.13565
## 168                            17.4 72.06704           -0.37 18.49021 46.35108
## 169                            17.6 65.51095            1.65 18.80566 51.78857
## 170                            17.9 68.97081           -0.25 19.38687 52.44880
## 171                            17.1 73.38217            0.30 24.93776 51.03907
## 172                            18.3 69.37799           -0.86 12.93488 44.86412
## 173                            17.6 68.60465           -0.87 19.11152 51.13901
## 174                            17.8 72.12838           -0.57 19.86971 53.11355
## 175                            17.4 72.90970            0.42 20.61466 47.22719
## 176                            18.4 72.87879           -1.27 20.95861 49.58533
## 177                            17.0 69.93355           -1.73 18.09196 47.56711
## 178                            17.1 70.48780           -0.63 14.73738 48.04469
## 179                            17.4 68.18182            0.20 16.10644 49.22933
## 180                            17.9 76.93662           -2.36 15.75342 49.80600
## 181                            17.7 75.66303            0.73 21.49823 45.20356
## 182                            17.9 71.80385           -0.54 18.79010 50.48957
## 183                            18.5 74.48747           -0.70 15.60859 52.40359
## 184                            17.5 77.35471           -0.44 16.81917 51.20773
## 185                            18.4 72.50000           -0.08 17.95666 56.38533
## 186                            17.0 65.24272            0.22 16.46252 49.27007
## 187                            17.9 69.81982           -0.72 13.92007 53.97412
## 188                            19.0 72.30769           -1.66 15.18929 52.07547
## 189                            18.1 68.32215            1.02 23.33792 49.54128
## 190                            16.6 70.13699           -0.06 23.12556 51.44231
## 191                            17.8 79.10156           -0.51 18.76738 47.70806
## 192                            18.1 76.43443            0.19 16.25981 49.36000
## 193                            17.4 75.27352           -1.00 18.51453 56.25000
## 194                            17.9 67.82178           -0.57 18.36461 48.03419
## 195                            17.8 74.53936           -0.08 20.82358 47.14218
## 196                            18.1 71.78683           -0.34 20.13187 49.05822
## 197                            17.6 75.74335            3.27 22.63798 46.73605
## 198                            17.5 76.03834           -1.30 21.25000 46.44295
## 199                            17.7 73.16637           -0.36 20.84608 45.91633
## 200                            18.0 76.48953           -1.00 19.37984 52.14852
## 201                            16.5 72.20339            0.14 19.28474 48.67535
## 202                            16.9 75.32051           -0.64 19.83959 49.59083
## 203                            17.3 69.09385            0.43 18.20119 50.74373
## 204                            17.8 71.79487           -0.73 16.78967 52.91005
## 205                            17.2 73.67647            0.46 21.23781 52.60439
## 206                            17.2 63.51119           -0.19 17.73186 50.00000
## 207                            18.0 66.32302            0.05 19.59391 43.90027
## 208                            18.1 63.19444           -1.67 14.74082 51.59915
## 209                            18.0 68.72587           -0.95 15.87160 52.75908
## 210                            16.9 74.32188            0.34 21.08774 50.43657
## 211                            18.4 72.87785           -0.04 16.37971 52.53501
## 212                            18.4 79.02973            0.18 21.75786 52.36515
## 213                            17.3 72.44624           -1.61 24.27928 50.54348
## 214                            18.0 76.59574           -0.47 19.76351 49.41584
## 215                            17.3 67.15976           -0.08 20.20472 47.46485
## 216                            17.4 70.84871           -0.66 18.39962 50.21196
## 217                            17.5 71.56398            1.42 18.55797 51.90549
## 218                            17.9 67.86942            0.64 18.64967 48.06278
## 219                            17.5 71.94719           -0.60 22.25625 51.31195
## 220                            18.8 76.40000           -0.55 18.48089 56.05769
## 221                            18.1 70.77626           -0.45 15.50775 42.89228
## 222                            17.3 72.41935            0.11 19.79718 50.55854
## 223                            18.0 70.02053           -1.05 14.38819 51.08153
## 224                            17.4 74.38825            1.28 22.68657 52.30326
## 225                            17.7 66.42121            0.96 18.46091 46.64457
## 226                            18.2 65.30945            0.46 18.94190 50.09107
## 227                            16.9 70.67961            0.12 17.14555 42.89800
## 228                            16.8 72.25705           -0.52 19.60868 53.74204
## 229                            18.4 69.96198           -0.46 18.76594 45.89372
## 230                            18.8 72.87582           -0.60 19.44202 47.91844
## 231                            17.6 68.08511           -0.43 17.20430 51.99241
## 232                            17.6 77.68313           -1.29 17.47126 53.11916
## 233                            18.7 67.19577           -0.27 17.41316 47.78919
## 234                            17.2 65.54364           -1.29 20.91887 45.65757
## 235                            17.0 76.93837           -0.94 19.70468 49.50980
## 236                            18.0 75.88933           -0.48 17.74492 53.41900
## 237                            17.7 77.07948           -1.26 19.02372 49.81516
## 238                            17.8 80.78512            1.05 19.85780 40.69821
## 239                            17.0 77.29469           -1.47 21.66065 44.63519
## 240                            17.5 71.39562           -0.56 24.45674 50.21178
## 241                            17.5 75.68741           -0.39 20.98716 52.69646
## 242                            17.4 77.20307           -1.26 18.26836 54.73493
## 243                            17.4 71.12861           -1.63 13.53646 54.00193
## 244                            17.8 72.08835           -0.12 17.95000 50.54618
## 245                            15.8 73.00275            0.18 22.34401 47.83838
## 246                            18.4 65.41219           -2.52 18.03360 48.74884
## 247                            17.6 74.40382           -0.77 23.56495 46.41350
## 248                            17.4 68.34061           -0.29 15.51810 54.32340
## 249                            17.5 66.15087           -0.50 16.31679 50.73355
## 250                            18.0 65.09434            0.16 14.55696 46.79803
## 251                            17.0 68.67257           -0.44 16.72414 46.46378
## 252                            18.0 73.21429           -0.13 18.37741 46.59593
## 253                            17.1 74.30250            0.69 21.89528 53.74946
## 254                            16.7 68.37725           -0.09 21.60386 49.44715
## 255                            17.9 70.49689            0.06 21.56770 48.80637
## 256                            17.9 77.56233           -2.04 15.75689 55.00000
## 257                            17.2 69.18688            1.28 21.44120 51.12316
## 258                            17.9 75.16779           -0.27 24.94432 55.18966
## 259                            17.4 67.89366           -1.36 13.67381 57.43191
## 260                            18.3 73.12349           -0.35 13.22242 49.61307
## 261                            17.5 70.47619            1.45 18.34408 43.27010
## 262                            17.8 73.51248           -1.26 15.94505 46.59232
## 263                            17.8 65.34483           -0.67 16.58643 42.88107
## 264                            17.2 69.20684           -0.81 19.45780 51.61024
## 265                            17.3 68.73065            0.63 18.71049 50.13905
## 266                            16.2 70.08000           -0.29 19.14336 49.24949
## 267                            17.5 74.17974            0.85 22.40414 47.04463
## 268                            17.4 67.15928           -0.50 18.81325 53.67551
## 269                            17.1 77.93852            2.08 20.03719 50.10267
## 270                            17.8 72.37077           -1.83 17.79921 53.49439
## 271                            18.3 70.75718           -0.85 13.69378 49.22441
## 272                            17.8 73.14815           -1.93 20.49287 48.08511
## 273                            17.3 71.29456           -1.09 17.47930 49.85113
## 274                            17.0 70.26239            0.50 23.33011 52.39677
## 275                            17.7 76.11684           -0.57 19.82103 49.93684
## 276                            17.3 72.76786            0.03 16.91749 48.46077
## 277                            17.4 63.03502           -0.06 17.89067 49.40813
## 278                            17.9 69.90132           -0.40 18.30319 47.68836
## 279                            18.0 68.81288           -2.18 17.61978 59.13209
## 280                            17.2 71.96078           -0.04 17.97258 45.59733
## 281                            17.6 74.31034            0.17 18.97007 46.67503
## 282                            18.4 67.75510           -0.41 17.26469 52.99061
## 283                            18.4 71.74960           -0.04 20.10796 52.26800
## 284                            16.7 73.39130            0.06 20.00948 47.36842
## 285                            17.6 72.98969           -1.36 17.43842 45.60893
## 286                            15.8 72.89562           -1.27 24.78535 43.78989
## 287                            16.9 69.00149           -0.75 20.44150 51.99496
## 288                            17.3 76.69903           -1.07 22.85439 46.09272
## 289                            18.2 69.17431            0.03 17.37327 49.79812
## 290                            16.9 74.70489           -0.59 20.52827 49.00487
## 291                            17.2 69.73684           -0.24 16.93291 49.11441
## 292                            18.0 77.28155           -0.76 19.07044 48.05592
## 293                            17.8 69.40789           -0.82 20.03799 41.89435
## 294                            16.7 67.39130            0.72 18.15315 49.09929
## 295                            16.2 72.87234            0.18 21.97861 58.91841
## 296                            16.9 75.12521            1.85 20.04454 44.91228
## 297                            17.6 73.61377            0.10 22.22864 47.68286
## 298                            16.9 69.38111           -1.47 19.64945 50.25295
## 299                            18.6 70.03745           -1.39 16.68898 55.77417
## 300                            17.7 70.13652            0.67 19.53422 44.33839
## 301                            17.3 70.18739           -1.55 19.48912 54.38523
## 302                            16.8 66.30137            0.10 23.00380 60.32149
## 303                            17.4 75.53571            1.38 21.40688 48.03878
## 304                            17.6 70.77535           -1.39 16.76083 57.51575
## 305                            17.9 66.92456            0.45 17.00246 47.54253
## 306                            17.5 68.86228           -0.40 16.73133 53.07443
## 307                            16.7 72.34783            1.27 21.22449 48.26236
## 308                            16.7 74.03846           -0.37 18.88180 48.11363
## 309                            18.1 71.47950           -1.62 18.96878 55.31152
## 310                            17.0 63.46154            0.43 18.31483 52.10013
## 311                            17.9 72.52475           -1.57 14.36275 49.00181
## 312                            16.6 76.02131           -0.79 20.22684 51.85841
## 313                            17.4 72.19251           -0.96 18.31750 49.87342
## 314                            17.4 74.77954           -1.29 20.20010 48.83117
## 315                            17.6 69.31818           -1.03 20.57336 42.80630
## 316                            18.1 72.89377           -1.37 19.16225 50.40512
## 317                            16.7 70.07576           -0.57 18.60231 49.81096
## 318                            17.4 71.42857            0.76 20.55138 50.09058
## 319                            17.7 71.65775           -1.60 13.02868 54.52080
## 320                            18.0 72.89880            0.32 21.28192 49.53445
## 321                            18.1 74.02062           -0.96 17.75470 49.23220
## 322                            17.5 72.10216           -0.67 18.16832 53.12647
## 323                            17.6 70.12012           -1.25 21.77156 55.29309
## 324                            17.7 68.49015           -1.50 15.07707 50.38168
## 325                            16.7 71.98516           -1.55 19.16049 46.41425
## 326                            17.7 68.84735           -0.99 21.57150 49.68553
## 327                            17.2 67.39865            0.00 21.60260 52.44444
## 328                            17.3 75.92955           -1.11 20.99567 48.59287
## 329                            16.1 69.36937            1.57 19.45427 49.69977
## 330                            17.0 64.37500           -0.85 15.48872 51.78802
## 331                            16.8 72.47557           -0.01 20.86263 50.84161
## 332                            17.6 74.49168           -0.68 19.80344 50.02149
## 333                            18.5 73.30508            0.10 16.73114 51.40351
## 334                            17.3 78.46656           -1.87 22.19659 48.91914
## 335                            17.3 68.67470           -0.92 18.94587 51.34228
## 336                            17.5 73.86139           -0.76 19.13802 49.66698
## 337                            17.6 73.34594            0.06 18.88078 42.42424
## 338                            16.6 73.36343            0.62 17.92609 46.39412
## 339                            16.5 69.85560            0.50 18.97989 52.85412
## 340                            17.1 67.66917           -1.24 17.11027 49.59677
## 341                            17.4 76.58080           -1.27 15.89694 42.57846
## 342                            18.0 68.16327            0.20 18.18182 43.13910
## 343                            17.6 80.68670           -1.73 20.41260 49.07914
## 344                            16.9 70.84149           -1.51 19.17373 46.18149
## 345                            18.7 71.11111           -0.68 19.25134 44.68864
## 346                            17.2 72.02268            0.43 17.94630 40.81301
## 347                            17.8 69.24883           -0.57 15.82618 52.53411
## 348                            17.4 70.96189            0.99 19.70766 48.96014
## 349                            16.5 66.93419           -0.89 19.80998 49.21753
## 350                            17.0 69.00585           -1.38 17.41269 46.25793
## 351                            17.2 73.76000            0.16 24.65241 45.16949
## 352                            16.9 73.87387            0.93 19.56107 48.45277
## 353                            17.2 72.99578           -1.13 18.05846 53.20108
## 354                            17.7 70.97289           -0.26 20.62095 46.51925
## 355                            16.9 65.29284           -0.13 15.45968 51.53215
## 356                            17.3 62.34043           -1.63 17.88767 48.42421
## 357                            16.8 69.05537           -1.72 19.49425 55.04515
## 358                            17.1 66.72968           -0.47 20.65535 52.28332
## 359                            17.6 75.89744           -0.90 14.74104 50.38982
## 360                            17.1 66.66667            0.19 22.18905 45.74881
## 361                            17.3 67.82609           -0.60 21.92243 49.95516
## 362                            17.0 70.48193           -1.70 17.54123 49.48372
## 363                            17.1 59.02527            0.16 16.16411 45.81320
## 364                            16.4 66.89342           -0.77 19.39513 51.04778
model2 = lm(Seed ~ AdjEM + Net.Rating + AdjOE + Adjusted.Offensive.Efficiency + 
           Raw.Offensive.Efficiency + OE + eFGPct + FG2Pct + FG3Pct + ORPct +
           FTRate + BlockPct + Experience + ARate + StlRate +  
           Avg.Possession.Length..Defense. + FTPct + EffectiveHeight + 
           OffFT + Def2PtFG, data = filter(df,Post.Season.Tournament == 'March Madness',Season != 2025))
plot(model2)

preds = predict(model2,filter(df,Season == 2025),interval='prediction')
preds2 = predict(model2,filter(df,Season == 2025),interval='confidence')
min_seed <- 1
max_seed <- 16
normalized_preds <- (preds - min(preds)) / (max(preds) - min(preds)) * (max_seed - min_seed) + min_seed
normalized_preds2 <- (preds2 - min(preds2)) / (max(preds2) - min(preds2)) * (max_seed - min_seed) + min_seed
predsdf = data.frame(Team = df[df$Season == 2025,]$Full.Team.Name, PredictedSeed = normalized_preds)
predsdf2 = data.frame(Team = df[df$Season == 2025,]$Full.Team.Name, PredictedSeed = normalized_preds2)
head(predsdf,4)
##               Team PredictedSeed.fit PredictedSeed.lwr PredictedSeed.upr
## 1 Duke Blue Devils          2.508704          1.000000          4.017408
## 2    Auburn Tigers          2.651613          1.141675          4.161551
## 3  Houston Cougars          3.087878          1.553967          4.621789
## 4   Florida Gators          2.664517          1.163363          4.165671
head(predsdf2,4)
##               Team PredictedSeed.fit PredictedSeed.lwr PredictedSeed.upr
## 1 Duke Blue Devils          1.316234          1.000000          1.632467
## 2    Auburn Tigers          1.485422          1.161040          1.809805
## 3  Houston Cougars          2.001913          1.546392          2.457434
## 4   Florida Gators          1.500700          1.239637          1.761762